Participation in Financial Rulemaking

options(scipen=999)

source(here::here("code", "setup.R"))

# defaults for plots
library(ggplot2); theme_set(theme_minimal());
options(
  ggplot2.continuous.color = "viridis",
  ggplot2.continuous.fill = "viridis"
)
scale_color_discrete <- function(...){
  scale_color_viridis_d(..., direction = -1, 
                        begin = 0, end = .6, option = "plasma")}
scale_fill_discrete <- function(...){
  scale_fill_viridis_d(..., direction = -1, 
                       begin = 0, end = .6, option = "plasma")}

scale_color_continuous <- function(...){
  scale_color_viridis_c(..., direction = -1, 
                        option = "plasma")}
scale_fill_continuous <- function(...){
  scale_fill_viridis_c(..., direction = -1, 
                       option = "plasma")}

# Table formatting
library(kableExtra)
kablebox <- . %>% 
  slice_head(n = 100) %>%
  knitr::kable() %>% 
  kable_styling() %>% 
  scroll_box(height = "400px")

Data

# actions 
actions <- read_csv(here("data" , "actions.csv"))

actions %>% distinct(docket_id) %>% nrow

## [1] 454

# clean match data from finreg_commenter_covariates
load(here("data", "match_data_clean.Rdata"))

d <- match_data_clean  %>% distinct()

d %<>% mutate(NonProfitTax_name= nonprofits_resources_name,
              # compustat_resources_name,
              OpenSecretsOrgs_name = opensecrets_resources_jwVersion_name)

# data from finreg org level covariates
orgs <- here("data", #"match_data", # old in match_data
              #"finreg_org_level_covariates_df_20210908.csv"
              "finreg_org_level_covariates_df_20211118.csv"

             ) %>% 
read_csv()

Number of comments by organization type

d %<>% mutate(org_comment = ifelse(is_likely_org == 1, "Likely Org", "Likely Not Org"),
              Agency = str_to_upper(comment_agency))

d %<>% mutate(Org_type = org_type %>% 
                str_replace("CIK", "Filed with SEC (CIK Data)") %>% 
                str_replace("compustat", "Wharton Compustat Company Database") %>% 
                str_replace("FDIC", "FDIC-Insured Bank") %>% 
                str_replace("Nonprofit", "Nonprofit (IRS Data)") %>% 
                str_replace("FFIEC", "FFIEC Bank/Bank-like Entity") %>% 
                str_replace("OpenSecrets", "PAC Donor (CRP Data)"))

# comments 
d %>% group_by(Agency, Org_type) %>% 
  count() %>% 
  ggplot() +
  aes(x = Agency, y = n, fill = Org_type) + 
  geom_col() + 
  labs(fill = "Type of Organanization",
       y = "Number of Comments")


# unique orgs
d %>% distinct(Agency, Org_type, org_name) %>% 
  group_by(Agency, Org_type) %>% 
  count() %>%
  ggplot() +
  aes(x = Agency, y = n, fill = Org_type) + 
  geom_col() + 
  labs(fill = "Type of Organanization",
       y = "Number of Organizations")

# with the data Jacob collapsed
orgs %>% 
  mutate(Agency = str_spl(comment_agency, "\\|"),
         org_type = best_match_type %>% str_remove("_.*")) %>% 
  unnest(Agency) %>%
  group_by(Agency, org_type) %>% 
  count() %>% 
  ggplot() +
  aes(x = Agency, y = n, fill = org_type) + 
  geom_col() + 
  #facet_wrap("org_comment", scales = "free") +
  labs(fill = "Type of Organanization",
       y = "Number of Organizations")

org_count_agency <- d %>% filter(is_likely_org ==1) %>% 
  count(org_name, org_type, org_resources, Agency)

org_count <- d %>% filter(is_likely_org ==1) %>% 
  count(org_name, org_type, org_resources)

---

Payday loan rule

The payday loan rule accounts for 90% of credit union comments and 50% of nonprofit comments, and 75% of open secrets matched comments in the current data. 15% of nonprofits and 30% of opensecrets matches commented only on the payday loan rule

d %<>% mutate(payday = ifelse(str_detect(comment_url, "CFPB-2016-0025|CFPB-2019-0006"), "Payday Loan Rules", "Other Rules"))

d %>% group_by(Agency, Org_type, payday) %>% 
  count() %>% 
  ggplot() +
  aes(x = Agency, y = n, fill = Org_type) + 
  geom_col() + 
  labs(fill = "Type of Organanization",
       y = "Number of Comments") + 
  facet_wrap("payday")

d %>% 
  filter(payday == "Payday Loan Rules") %>% 
  count(comment_org_name, sort = T) %>% 
  kablebox() 

comment_org_name	n
advance financial	1966
axcess financial	1928
cash express	536
peoples action institute	205
baptist fellowship	142
amscot financial	110
virginia organizing	102
check cash	79
maryland consumer rights coalition	51
united action	47
council la raza	43
choice financial	40
illinois peoples action	36
florida alliance consumer protection	34
michigan united	30
new jersey citizen action	29
virginia organizing project	25
mississippi senate	18
southwest center economic integrity	18
wispirg foundation	17
peoples action	14
independent finance institute	11
mississippi house representatives	11
oklahoma house representatives	11
b d title loans	10
new economy project	10
south carolina house representatives	10
oregon food	9
texas appleseed	9
american financial	8
financial services	8
house representatives south carolina	8
plan nevada	7
clarity services	6
florida house representatives	6
illinois senate	6
pine credit	6
senate virginia	6
stop debt trap campaign	6
california senate	5
cash dash	5
cash payday	5
check n go	5
installment lenders	5
lending bear	5
loan central	5
reinvestment partners	5
st louis credit	5
americans financial reform	4
center responsible lending	4
louisiana house representatives	4
maryland house delegates	4
texas house representatives	4
title cash	4
washington legislature	4
california reinvestment coalition	3
call center	3
cardinal credit	3
colorado house representatives	3
consumer action	3
first central credit	3
florida senate	3
georgia watch	3
house representatives tennessee	3
illinois house representatives	3
indiana house representatives	3
instant cash	3
louisiana senate	3
michigan house representatives	3
ohio house representatives	3
pew charitable trusts	3
ph financial services	3
progressive leadership alliance nevada	3
suncoast credit	3
us pirg education	3
veritec solutions	3
virginia house delegates	3
washington house representatives	3
wisconsin assembly	3
wisconsin senate	3
access credit	2
ace cash express	2
advance financial store 11	2
advanced financial	2
american bankers	2
americash loans	2
arizona financial choice	2
arizona house representatives	2
arizona senate	2
brentwood baptist church	2
capital cash	2
cash 1	2
center public justice	2
check partnership	2
civil justice	2
cng financial	2
concerned citizen	2
dept treasury	2
detroit regional chamber	2
doches credit	2

orgs %>% 
  filter(str_dct(best_match_name, "financial")) %>% 
  arrange(-num_comments) %>% 
  kablebox()

best_match_name	log_p1_financial_measure	num_comments	best_match_type	comment_agency	best_match_type_color	num_venues_commenting_in	log_num_comments
americans financial reform	4.602071	168	opensecrets_resources_jwVersion	CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC	5	4	2.2253093
amscot financial	6.245513	113	opensecrets_resources_jwVersion	CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB	5	1	2.0530784
financial services roundtable	7.032207	98	nonprofits_resources	CFPB|CFPB|CFPB|CFPB|CFPB|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC|NCUA|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC|CFTC	2	5	1.9912261
choice financial	6.059565	43	FDIC_Institutions	CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|FRS	3	2	1.6334685
pnc financial services	10.909572	29	CIK	CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|SEC|SEC|SEC|SEC|SEC|SEC|FRS|FRS|FRS|FRS|FRS|FRS|FRS|FRS|CFTC|CFTC|CFTC|CFTC	1	4	1.4623980
bok financial	9.786183	14	compustat_resources	CFPB|SEC|SEC|SEC|SEC|SEC|FRS|FRS|FRS|FRS|CFTC|CFTC|CFTC|CFTC	7	4	1.1461280
financial services	5.993797	12	FDIC_Institutions	CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|FRS|FRS	3	2	1.0791812
wolters kluwer financial services	5.913814	11	opensecrets_resources_jwVersion	CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|FRS	5	2	1.0413927
capital one financial	10.891365	10	CIK	SEC|SEC|SEC|SEC|SEC|SEC|FRS|FRS|FRS|CFTC	1	3	1.0000000
financial services institute	6.584445	9	nonprofits_resources	CFPB|SEC|SEC|SEC|SEC|SEC|SEC|SEC|SEC	2	2	0.9542425
american financial	4.824822	8	FDIC_Institutions	CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|CFPB	3	1	0.9030900
prudential financial	10.618153	8	CIK	FRS|FRS|FRS|FRS|FRS|CFTC|CFTC|CFTC	1	2	0.9030900
bankfirst financial services	5.979966	7	FDIC_Institutions	CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|FRS	3	2	0.8450980
securian financial	5.736796	7	opensecrets_resources_jwVersion	CFPB|CFPB|CFPB|CFPB|CFPB|CFPB|FRS	5	2	0.8450980
american legal financial network	5.692364	5	nonprofits_resources	CFPB|CFPB|CFPB|CFPB|CFPB	2	1	0.6989700
shadow financial regulatory committee	5.191831	5	nonprofits_resources	SEC|SEC|FRS|FRS|FRS	2	2	0.6989700
svb financial	10.520169	5	CIK	SEC|SEC|FRS|FRS|FRS	1	2	0.6989700
financial service centers	6.144076	4	opensecrets_resources_jwVersion	CFPB|CFPB|FRS|FRS	5	2	0.6020600
financial services roundtable supplier diversity	3.211388	4	nonprofits_resources	FRS|FRS|FRS|FRS	2	1	0.6020600
first financial	5.262297	4	FDIC_Institutions	CFPB|SEC|FRS|FRS	3	3	0.6020600
first financial bankshares	9.853455	4	CIK	FRS|FRS|FRS|FRS	1	1	0.6020600
ally financial	10.274042	3	CIK	SEC|SEC|FRS	1	2	0.4771213
certified financial planner standards	7.567072	3	nonprofits_resources	SEC|SEC|SEC	2	1	0.4771213
representative financial services	3.254065	3	nonprofits_resources	SEC|SEC|SEC	2	1	0.4771213
west philadelphia financial services institution	6.924706	3	nonprofits_resources	CFPB|CFPB|CFPB	2	1	0.4771213
center financial independence innovation	6.100122	2	nonprofits_resources	CFPB|CFPB	2	1	0.3010300
financial executives international	3.986637	2	nonprofits_resources	SEC|FRS	2	2	0.3010300
fulton financial	9.409764	2	CIK	SEC|FRS	1	2	0.3010300
horizon financial	5.119665	2	FDIC_Institutions	CFPB|CFPB	3	1	0.3010300
iab financial	6.033446	2	FDIC_Institutions	CFPB|CFPB	3	1	0.3010300
idaho financial services assn	4.256309	2	nonprofits_resources	CFPB|CFPB	2	1	0.3010300
illinois financial services	4.979635	2	nonprofits_resources	CFPB|CFPB	2	1	0.3010300
northland financial	5.294149	2	FDIC_Institutions	SEC|FRS	3	2	0.3010300
ocwen financial	8.428949	2	CIK	SEC|FRS	1	2	0.3010300
pennymac financial services	9.655042	2	CIK	CFPB|CFPB	1	1	0.3010300
personal financial advisors	6.571088	2	nonprofits_resources	SEC|SEC	2	1	0.3010300
principal financial	10.254596	2	CIK	FRS|CFTC	1	2	0.3010300
umb financial	9.656481	2	CIK	FRS|FRS	1	1	0.3010300
young americans center financial education	6.162497	2	nonprofits_resources	CFPB|SEC	2	2	0.3010300
agstar financial services	6.000000	1	opensecrets_resources_jwVersion	CFPB	5	1	0.0000000
allfirst financial center	4.905024	1	FDIC_Institutions	SEC	3	1	0.0000000
ameriserv financial	6.062025	1	FDIC_Institutions	FRS	3	1	0.0000000
broadridge financial solutions	10.302720	1	CIK	SEC	1	1	0.0000000
c f financial	8.288350	1	CIK	CFPB	1	1	0.0000000
center financial education	4.741049	1	nonprofits_resources	CFPB	2	1	0.0000000
center financial empowerment	4.927365	1	nonprofits_resources	CFPB	2	1	0.0000000
chemical financial industrial westminster	4.684307	1	FDIC_Institutions	FRS	3	1	0.0000000
chesapeake financial shares	8.146934	1	CIK	FRS	1	1	0.0000000
cinco family financial center credit	8.123555	1	nonprofits_resources	CFPB	2	1	0.0000000
citizens financial	6.048406	1	FDIC_Institutions	FRS	3	1	0.0000000
discover financial services	10.604302	1	CIK	SEC	1	1	0.0000000
esb financial	5.354932	1	FDIC_Institutions	CFPB	3	1	0.0000000
fb financial	9.286681	1	CIK	FRS	1	1	0.0000000
financial protection law center	6.153004	1	nonprofits_resources	CFPB	2	1	0.0000000
first south financial credit	8.612633	1	nonprofits_resources	FRS	2	1	0.0000000
freedom financial	5.261351	1	FDIC_Institutions	CFPB	3	1	0.0000000
genworth financial	9.269980	1	CIK	FRS	1	1	0.0000000
good samaritan hospital attn chief financial officer	8.616673	1	nonprofits_resources	SEC	2	1	0.0000000
harleydavidson financial services	5.939520	1	opensecrets_resources_jwVersion	CFPB	5	1	0.0000000
healthcare financial management	7.322100	1	nonprofits_resources	SEC	2	1	0.0000000
homestar financial services	5.551172	1	FDIC_Institutions	CFPB	3	1	0.0000000
illinois league financial institutions	6.842811	1	nonprofits_resources	FRS	2	1	0.0000000
kemba financial credit	8.821703	1	nonprofits_resources	CFPB	2	1	0.0000000
manulife financial	10.597903	1	CIK	SEC	1	1	0.0000000
minnesota insurance financial services council	5.790967	1	nonprofits_resources	CFPB	2	1	0.0000000
mizuho financial	10.571348	1	CIK	FRS	1	1	0.0000000
modern financial services alabama	4.048946	1	nonprofits_resources	CFPB	2	1	0.0000000
nashville insurance financial advisors	5.118526	1	nonprofits_resources	CFPB	2	1	0.0000000
northway financial	7.951478	1	CIK	FRS	1	1	0.0000000
oregon financial services assn	4.999283	1	nonprofits_resources	CFPB	2	1	0.0000000
pennsylvania financial services	4.193236	1	nonprofits_resources	FRS	2	1	0.0000000
pioneer financial	5.883778	1	FDIC_Institutions	FRS	3	1	0.0000000
star financial	4.804214	1	FDIC_Institutions	FRS	3	1	0.0000000
town country financial cp	7.276462	1	compustat_resources	FRS	7	1	0.0000000
wintrust financial	9.635484	1	CIK	FRS	1	1	0.0000000

---

Commenters matched to other datasets of known organizations

d %<>% filter(is_likely_org == 1)

# 2k
 paste("Credit Union matches: ", sum(!is.na(d$CreditUnions_name)) )

## [1] "Credit Union matches:  2289"

d %>% filter(!is.na(CreditUnions_name)) %>% select(ends_with("name"), comment_url) %>% kablebox()

comment_org_name	comment_submitter_name	CIK_name	CreditUnions_name	FDIC_Institutions_name	FFIECInstitutions_name	SEC_Institutions_name	compustat_resources_name	nonprofits_resources_name	opensecrets_resources_jwVersion_name	FDIC_Institutions-orgMatch:STNAME	org_name	NonProfitTax_name	OpenSecretsOrgs_name	comment_url
freedom credit	marcia bagnell	NA	freedom credit	NA	NA	NA	NA	NA	NA	NA	freedom credit	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12038
freedom credit	rebecca daly	NA	freedom credit	NA	NA	NA	NA	NA	NA	NA	freedom credit	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0011
advance financial	richard buchanan	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-144346
advance financial	cornillo moreno	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-144358
advance financial	susana garcia mora	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-144357
advance financial	marvin rodriguez	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-144355
advance financial	juan enrique arias delgado	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-144354
advance financial	michael morgan	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-144886
bethel ame church	kenneth baker	NA	bethel ame church	NA	NA	NA	NA	NA	NA	NA	bethel ame church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-144915
brentwood baptist church	rev carolyn pickens	NA	brentwood baptist church	NA	NA	NA	NA	NA	NA	NA	brentwood baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-144894
advance financial	mike lynn	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-144950
brentwood baptist church	rev kevin williams	NA	brentwood baptist church	NA	NA	NA	NA	NA	NA	NA	brentwood baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-144895
advance financial	mary constocel	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-145355
advance financial	melissa jones	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-145537
advance financial	nigel gwan	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-145534
advance financial	matthew harvey	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-145533
baptist fellowship	constance glass	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-146537
advance financial	mary brown	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-145620
baptist fellowship	bob brewer	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-145332
advance financial	christian beck	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-145508
advance financial	fernando bravo	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-145517
baptist fellowship	aubrey hunt	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-145331
baptist fellowship	carol hawkins	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-145336
baptist fellowship	carolyn worthy	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-146535
advance financial	audrey jones	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-154176
baptist fellowship	jimmy simmons	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158083
baptist fellowship	pete mcqueen	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-154265
advance financial	melissa richmond	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-151959
baptist fellowship	francine walker	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-146632
advance financial	allison wood	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-157596
baptist fellowship	sarah gilchrist	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148431
advance financial	josh jones	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-154022
baptist fellowship	tiffany mcdaniel	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158049
baptist fellowship	shirley oliver	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-146625
advance financial	diego romero	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-156841
advance financial	jake trapp	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-154813
arkansas employees credit	wendy campbell	NA	arkansas kraft employees	NA	NA	NA	NA	NA	NA	NA	arkansas kraft employees	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148770
baptist fellowship	arleane morehead	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158043
baptist fellowship	carlton burnam	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148499
baptist fellowship	jill mays	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158052
baptist fellowship	cynthia burgess	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158059
advance financial	shane hillman	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-157509
advance financial	thomas peterson	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-150423
baptist fellowship	lucious white	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158080
baptist fellowship	willis gardner	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148526
advance financial	roger tanner	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-150916
baptist fellowship	barbara leach	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158042
baptist fellowship	annie williams	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148411
baptist fellowship	doreen van rossum	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158032
baptist fellowship	rebecca sanders	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-154267
baptist fellowship	geraldine chapman	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148414
baptist fellowship	glenda snow	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148508
baptist fellowship	bill ballew	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-154235
baptist fellowship	harry thurman	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-146600
baptist fellowship	stephany shorter	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158035
advance financial	arturo villa	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-156316
baptist fellowship	michelle mcmillan	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158077
advance financial	anonymous anonymous	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-156631
advance financial	shirley barnes	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-152220
baptist fellowship	robert reeves	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148537
baptist fellowship	nancy thurman	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-146612
baptist fellowship	brenda tillman	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148497
baptist fellowship	tomarr williams	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158072
baptist fellowship	pat robertson	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-154263
advance financial	miguel santo	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-156221
baptist fellowship	janet turner	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-154259
baptist fellowship	ragsdale	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148541
baptist fellowship	irvin seawright	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158030
advance financial	janette smith	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-156575
baptist fellowship	yvonne burnam	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148527
baptist fellowship	ketra smith	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158082
emerald credit	joe crawfis	NA	emerald credit	NA	NA	NA	NA	NA	NA	NA	emerald credit	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-154340
baptist fellowship	gary fowler	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158039
baptist fellowship	thomas hawkins	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-146627
baptist fellowship	arlene topley	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148531
baptist fellowship	emma hicks	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148556
baptist fellowship	ruby allison	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158074
baptist fellowship	luella robinson	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-154493
baptist fellowship	joann mitchell adkins	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-146608
baptist fellowship	marketta english	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158079
baptist fellowship	olga shaver	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148535
baptist fellowship	charlotte wilson	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158041
abilene teachers credit	james boyd	NA	abilene teachers	NA	NA	NA	NA	NA	NA	NA	abilene teachers	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148822
baptist fellowship	william rhodes	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148542
baptist fellowship	eugene conway	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-146631
advance financial	janice vines	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-156071
advance financial	lonnie compton	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-154827
advance financial	ryan dunlap	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-154780
texas people credit	andy reed	NA	texas people	NA	NA	NA	NA	NA	NA	NA	texas people	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148852
baptist fellowship	emma lowe	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158055
advance financial	ashley shepherd	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-156607
baptist fellowship	nicholas gilchrist	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158076
advance financial	paula steele	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-153158
advance financial	michael tatham	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-150849
baptist fellowship	juanita norman	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158028
baptist fellowship	destiny davis	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-146588
baptist fellowship	george black	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158038
advance financial	howard frederick	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-150837
baptist fellowship	mae eccles	NA	fellowship baptist church	NA	NA	NA	NA	NA	NA	NA	fellowship baptist church	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158027
advance financial	ray dalton	NA	advance financial	NA	NA	NA	NA	NA	NA	NA	advance financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-152610

# 5k
 paste("CIK matches: ", sum(!is.na(d$CIK_name)) )

## [1] "CIK matches:  3533"

d %>% filter(!is.na(CIK_name)) %>% select(ends_with("name"), comment_url)  %>% kablebox()

comment_org_name	comment_submitter_name	CIK_name	CreditUnions_name	FDIC_Institutions_name	FFIECInstitutions_name	SEC_Institutions_name	compustat_resources_name	nonprofits_resources_name	opensecrets_resources_jwVersion_name	FDIC_Institutions-orgMatch:STNAME	org_name	NonProfitTax_name	OpenSecretsOrgs_name	comment_url
troy capital	rance willey	troy capital partners	NA	NA	NA	NA	NA	NA	NA	NA	troy capital partners	NA	NA	https://www.regulations.gov/document?D=CFPB-2020-0010-0006
american financial services	celia winslow	american financial services	NA	NA	NA	NA	NA	NA	NA	NA	american financial services	NA	NA	https://www.regulations.gov/document?D=CFPB-2020-0010-0009
one true	ohad samet	one true	NA	NA	NA	NA	NA	NA	NA	NA	one true	NA	NA	https://www.regulations.gov/document?D=CFPB-2020-0010-0010
select portfolio servicing	mike kruger	select portfolio servicing	NA	NA	NA	NA	NA	NA	NA	NA	select portfolio servicing	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12078
gc services limited partnership	brad batig	gc central 12 limited partnership	NA	NA	NA	NA	NA	NA	NA	NA	gc central 12 limited partnership	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12101
troy capital	rance willey	troy capital partners	NA	NA	NA	NA	NA	NA	NA	NA	troy capital partners	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12073
troy capital	zackary willey	troy capital partners	NA	NA	NA	NA	NA	NA	NA	NA	troy capital partners	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12060
troy capital	rance willey	troy capital partners	NA	NA	NA	NA	NA	NA	NA	NA	troy capital partners	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12072
rivers edge	jenn bergsma	rivers edge	NA	NA	NA	NA	NA	NA	NA	NA	rivers edge	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0473
express recovery services	amber peterson	automotive recovery services	NA	NA	NA	NA	NA	NA	NA	NA	automotive recovery services	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9152
check cash	jake proffitt	check cash	NA	NA	NA	NA	NA	NA	NA	NA	check cash	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9175
express recovery services	amber peterson	automotive recovery services	NA	NA	NA	NA	NA	NA	NA	NA	automotive recovery services	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9142
american bar	judy perry martinez	american bar	NA	NA	NA	NA	NA	NA	NA	NA	american bar	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9441
consumer law center et al	anonymous anonymous	abs capital partners et al	NA	NA	NA	NA	NA	NA	NA	NA	abs capital partners et al	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9570
progressive management systems	yvonne garcia	progressive angioplasty systems	NA	NA	NA	NA	NA	NA	NA	NA	progressive angioplasty systems	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9546
new economy project	sarah ludwig	new economy project	NA	NA	NA	NA	NA	NA	NA	NA	new economy project	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9531
encore capital	sheryl wright	encore capital	NA	NA	NA	NA	NA	NA	NA	NA	encore capital	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9590
telecheck services trs recovery services	jane williams	telecheck services	NA	NA	NA	NA	NA	NA	NA	NA	telecheck services	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9576
bankers compliance consulting	diane dean	aegix compliance consulting	NA	NA	NA	NA	NA	NA	NA	NA	aegix compliance consulting	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0240
international bancshares	dennis nixon	international bancshares	NA	NA	NA	NA	NA	NA	NA	NA	international bancshares	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0246
missouri bankers	keith thornburg	missouri bankers	NA	NA	NA	NA	NA	NA	NA	NA	missouri bankers	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0339
california bankers	martha opich	bankers california ta	NA	NA	NA	NA	NA	NA	NA	NA	bankers california ta	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0337
southern financial systems	kimberly amacker	southern contract systems	NA	NA	NA	NA	NA	NA	NA	NA	southern contract systems	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-6331
southern financial systems	john jarrell	southern contract systems	NA	NA	NA	NA	NA	NA	NA	NA	southern contract systems	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-6363
cedar financial	alan fassonaki	cedar hill financial services	NA	NA	NA	NA	NA	NA	NA	NA	cedar hill financial services	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-6976
call center	call center call center	call center	NA	NA	NA	NA	NA	NA	NA	NA	call center	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-211685
call center	call center call center	call center	NA	NA	NA	NA	NA	NA	NA	NA	call center	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-211675
call center	call center call center	call center	NA	NA	NA	NA	NA	NA	NA	NA	call center	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-211674
peoples mortgage	michelle collins	peoples financial realty mortgage securities 20061	NA	NA	NA	NA	NA	NA	NA	NA	peoples financial realty mortgage securities 20061	NA	NA	https://www.regulations.gov/document?D=CFPB-2017-0018-0009
peoples mortgage	michael morgan	peoples financial realty mortgage securities 20061	NA	NA	NA	NA	NA	NA	NA	NA	peoples financial realty mortgage securities 20061	NA	NA	https://www.regulations.gov/document?D=CFPB-2017-0018-0010
peoples mortgage	jeff hanks	peoples financial realty mortgage securities 20061	NA	NA	NA	NA	NA	NA	NA	NA	peoples financial realty mortgage securities 20061	NA	NA	https://www.regulations.gov/document?D=CFPB-2017-0018-0008
peoples mortgage	phil solano	peoples financial realty mortgage securities 20061	NA	NA	NA	NA	NA	NA	NA	NA	peoples financial realty mortgage securities 20061	NA	NA	https://www.regulations.gov/document?D=CFPB-2017-0018-0006
peoples mortgage	andria joachims	peoples financial realty mortgage securities 20061	NA	NA	NA	NA	NA	NA	NA	NA	peoples financial realty mortgage securities 20061	NA	NA	https://www.regulations.gov/document?D=CFPB-2017-0018-0013
peoples mortgage	kyli clark	peoples financial realty mortgage securities 20061	NA	NA	NA	NA	NA	NA	NA	NA	peoples financial realty mortgage securities 20061	NA	NA	https://www.regulations.gov/document?D=CFPB-2017-0018-0012
peoples mortgage	kevin kerivan	peoples financial realty mortgage securities 20061	NA	NA	NA	NA	NA	NA	NA	NA	peoples financial realty mortgage securities 20061	NA	NA	https://www.regulations.gov/document?D=CFPB-2017-0018-0014
peoples mortgage	andy wilt	peoples financial realty mortgage securities 20061	NA	NA	NA	NA	NA	NA	NA	NA	peoples financial realty mortgage securities 20061	NA	NA	https://www.regulations.gov/document?D=CFPB-2017-0018-0017
home mortgage	kelley grealis	home mortgage	NA	NA	NA	NA	NA	NA	NA	NA	home mortgage	NA	NA	https://www.regulations.gov/document?D=CFPB-2017-0018-0024
vanderbilt mortgage finance	jacqueline mallett	vanderbilt mortgage finance	NA	NA	NA	NA	NA	NA	NA	NA	vanderbilt mortgage finance	NA	NA	https://www.regulations.gov/document?D=CFPB-2017-0018-0032
fidelity finance	mark mccaig	united fidelity finance	NA	NA	NA	NA	NA	NA	NA	NA	united fidelity finance	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0020-6468
check cash	NA	check cash	NA	NA	NA	NA	NA	NA	NA	NA	check cash	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-208722
instant cash	instant cash instant cash	instant cash services	NA	NA	NA	NA	NA	NA	NA	NA	instant cash services	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-144140
check cashing	check cashing check cashing	buckeye check cashing	NA	NA	NA	NA	NA	NA	NA	NA	buckeye check cashing	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-144150
check cash	check cash check cash	check cash	NA	NA	NA	NA	NA	NA	NA	NA	check cash	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-144133
mortgage resources	marsha williams	commercial mortgage resources	NA	NA	NA	NA	NA	NA	NA	NA	commercial mortgage resources	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0038-1614
risk management	jr edward demarco	risk management	NA	NA	NA	NA	NA	NA	NA	NA	risk management	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0038-1607
meridian title	patricia rosenbaum	meridian title escrow	NA	NA	NA	NA	NA	NA	NA	NA	meridian title escrow	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0038-1623
meridian title	leisa boyd	meridian title escrow	NA	NA	NA	NA	NA	NA	NA	NA	meridian title escrow	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0038-1622
international bancshares	dennis nixon	international bancshares	NA	NA	NA	NA	NA	NA	NA	NA	international bancshares	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0039-0012
american bar	linda klein	american bar	NA	NA	NA	NA	NA	NA	NA	NA	american bar	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0039-0019
coastal credit	gregg norris	coastal credit	NA	NA	NA	NA	NA	NA	NA	NA	coastal credit	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-144286
dfc global	lester firstenberger	dfc global	NA	NA	NA	NA	NA	NA	NA	NA	dfc global	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-144769
quest credit	matthew jennings	credit suisse quest us market neutral	NA	NA	NA	NA	NA	NA	NA	NA	credit suisse quest us market neutral	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-144777
check cash	d lynn devault	check cash	NA	NA	NA	NA	NA	NA	NA	NA	check cash	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-144941
new economy project	anonymous anonymous	new economy project	NA	NA	NA	NA	NA	NA	NA	NA	new economy project	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-144901
new economy project	48 new yorkersnew jerseyans	new economy project	NA	NA	NA	NA	NA	NA	NA	NA	new economy project	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-145320
first data	kim ford	first data	NA	NA	NA	NA	NA	NA	NA	NA	first data	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-147178
clarity services	thomas chadwick	clarity health services	NA	NA	NA	NA	NA	NA	NA	NA	clarity health services	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-154365
payday loan	sam hess	payday loan	NA	NA	NA	NA	NA	NA	NA	NA	payday loan	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-147944
new economy project	27 new yorkers	new economy project	NA	NA	NA	NA	NA	NA	NA	NA	new economy project	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-146832
us eagle credit	marsha majors	eagle point credit us	NA	NA	NA	NA	NA	NA	NA	NA	eagle point credit us	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-147123
new economy project	veronica raphael	new economy project	NA	NA	NA	NA	NA	NA	NA	NA	new economy project	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-146864
arizona financial choice	kelsey lundy	health choice arizona	NA	NA	NA	NA	NA	NA	NA	NA	health choice arizona	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-154296
clarity services	timothy ranney	clarity health services	NA	NA	NA	NA	NA	NA	NA	NA	clarity health services	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-156224
chatham capital	brian reynolds	chatham capital	NA	NA	NA	NA	NA	NA	NA	NA	chatham capital	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148840
express advance	lativa mcneil	express cash advance	NA	NA	NA	NA	NA	NA	NA	NA	express cash advance	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148564
ag consultants	robert guzman	ag consultants	NA	NA	NA	NA	NA	NA	NA	NA	ag consultants	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148797
cng financial	lindsay oak	cng financial	NA	NA	NA	NA	NA	NA	NA	NA	cng financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158003
new economy project	elina tatis	new economy project	NA	NA	NA	NA	NA	NA	NA	NA	new economy project	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-146838
new economy project	johanna ketter	new economy project	NA	NA	NA	NA	NA	NA	NA	NA	new economy project	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-146841
crystal rock finance	jose ramirez	crystal rock prism	NA	NA	NA	NA	NA	NA	NA	NA	crystal rock prism	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-154526
new capital	rosie papazian	new capital	NA	NA	NA	NA	NA	NA	NA	NA	new capital	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-157935
new economy project	jess brooks	new economy project	NA	NA	NA	NA	NA	NA	NA	NA	new economy project	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-154329
new economy project	marlene campos	new economy project	NA	NA	NA	NA	NA	NA	NA	NA	new economy project	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-154343
international bancshares	dennis nixon	international bancshares	NA	NA	NA	NA	NA	NA	NA	NA	international bancshares	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148413
pacifica resource center	anita rees	pacifica copley center	NA	NA	NA	NA	NA	NA	NA	NA	pacifica copley center	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-157965
clarity services	NA	clarity health services	NA	NA	NA	NA	NA	NA	NA	NA	clarity health services	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158281
capital cash	NA	capital cash management	NA	NA	NA	NA	NA	NA	NA	NA	capital cash management	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158285
world acceptance	anonymous anonymous	world acceptance	NA	NA	NA	NA	NA	NA	NA	NA	world acceptance	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-185032
washington financial services	anonymous anonymous	accumed services washington	NA	NA	NA	NA	NA	NA	NA	NA	accumed services washington	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-185033
office common council	benito barrios	qic ballston common office reit	NA	NA	NA	NA	NA	NA	NA	NA	qic ballston common office reit	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-187770
cash dash	william strong	cash dash	NA	NA	NA	NA	NA	NA	NA	NA	cash dash	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-185146
department financial institutions utah	anonymous anonymous	asset management financial institutions	NA	NA	NA	NA	NA	NA	NA	NA	asset management financial institutions	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-185040
harpeth financial	anonymous anonymous	harpeth financial services	NA	NA	NA	NA	NA	NA	NA	NA	harpeth financial services	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-186582
enova internation	anonymous anonymous	enova international	NA	NA	NA	NA	NA	NA	NA	NA	enova international	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-186589
denver colorado	bill cadman	summit denver colorado	NA	NA	NA	NA	NA	NA	NA	NA	summit denver colorado	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-187765
lamar advertising	richard montgomery	lamar advertising	NA	NA	NA	NA	NA	NA	NA	NA	lamar advertising	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-164441
one detroit credit	hank hubbard	radio one detroit	NA	NA	NA	NA	NA	NA	NA	NA	radio one detroit	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-170682
check cash	anonymous anonymous	check cash	NA	NA	NA	NA	NA	NA	NA	NA	check cash	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-187768
independent finance illinois	anonymous anonymous	independent forensics illinois	NA	NA	NA	NA	NA	NA	NA	NA	independent forensics illinois	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-185038
payday loan	anonymous anonymous	payday loan	NA	NA	NA	NA	NA	NA	NA	NA	payday loan	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-185176
lending bear	lending bear lending bear	lllp bear creek lending 2012	NA	NA	NA	NA	NA	NA	NA	NA	lllp bear creek lending 2012	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-199030
instant cash	instant cash instant cash	instant cash services	NA	NA	NA	NA	NA	NA	NA	NA	instant cash services	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-199028
check cash	anonymous anonymous	check cash	NA	NA	NA	NA	NA	NA	NA	NA	check cash	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-199101
1 check cashing paradise	anonymous anonymous	paradise financial mortgage 1	NA	NA	NA	NA	NA	NA	NA	NA	paradise financial mortgage 1	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-199106
check partnership	anonymous anonymous	checkers control partnership	NA	NA	NA	NA	NA	NA	NA	NA	checkers control partnership	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-199114
nationwide acceptance	martin e less	nationwide acceptance	NA	NA	NA	NA	NA	NA	NA	NA	nationwide acceptance	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-189985
lending bear	anonymous anonymous	lllp bear creek lending 2012	NA	NA	NA	NA	NA	NA	NA	NA	lllp bear creek lending 2012	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-199121
instant cash	anonymous anonymous	instant cash services	NA	NA	NA	NA	NA	NA	NA	NA	instant cash services	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-199120
cash dash	judy strong	cash dash	NA	NA	NA	NA	NA	NA	NA	NA	cash dash	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-199460
securities industry financial markets	kevin carroll	securities industry financial markets	NA	NA	NA	NA	NA	NA	NA	NA	securities industry financial markets	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0020-6253

# 1k
 paste("FDIC_Institutions matches: ", sum(!is.na(d$FDIC_Institutions_name)) )

## [1] "FDIC_Institutions matches:  1267"

d %>% filter(!is.na(FDIC_Institutions_name)) %>% select(ends_with("name"), comment_url) %>% kablebox()

comment_org_name	comment_submitter_name	CIK_name	CreditUnions_name	FDIC_Institutions_name	FFIECInstitutions_name	SEC_Institutions_name	compustat_resources_name	nonprofits_resources_name	opensecrets_resources_jwVersion_name	FDIC_Institutions-orgMatch:STNAME	org_name	NonProfitTax_name	OpenSecretsOrgs_name	comment_url
cross plains	karen obrien	NA	NA	cross plains	NA	NA	NA	NA	NA	Indiana	cross plains	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0399
cross plains	jim tubbs	NA	NA	cross plains	NA	NA	NA	NA	NA	Indiana	cross plains	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0402
denver savings	karrie ryherd	NA	NA	denver savings	NA	NA	NA	NA	NA	Iowa	denver savings	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0415
cross plains	sabrina mitchell	NA	NA	cross plains	NA	NA	NA	NA	NA	Indiana	cross plains	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0392
jarrettsville savings loan	lisa ruzicka	NA	NA	jarrettsville savings loan	NA	NA	NA	NA	NA	Maryland	jarrettsville savings loan	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0395
cross plains	beth mcnulty	NA	NA	cross plains	NA	NA	NA	NA	NA	Indiana	cross plains	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0409
first savings	jon mancari	NA	NA	first savings	NA	NA	NA	NA	NA	Iowa	first savings	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0401
cross plains	rachel kleven	NA	NA	cross plains	NA	NA	NA	NA	NA	Indiana	cross plains	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0393
texas austin	brenda williams	NA	NA	texas austin	NA	NA	NA	NA	NA	Texas	texas austin	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0387
credit one	barbara hoerner	NA	NA	credit one	NA	NA	NA	NA	NA	Nevada	credit one	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12102
cross plains	susan zander	NA	NA	cross plains	NA	NA	NA	NA	NA	Indiana	cross plains	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0427
first southeast	jessica aggen	NA	NA	first southeast	NA	NA	NA	NA	NA	Wisconsin	first southeast	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0474
first southeast	kaila case	NA	NA	first southeast	NA	NA	NA	NA	NA	Wisconsin	first southeast	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0476
first southeast	debra skaalen	NA	NA	first southeast	NA	NA	NA	NA	NA	Wisconsin	first southeast	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0468
united farmers	lisa boe	NA	NA	united farmers	NA	NA	NA	NA	NA	Minnesota	united farmers	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0482
security savings	mindy swieter	NA	NA	security savings	NA	NA	NA	NA	NA	Iowa	security savings	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0485
first southeast	christopher skaalen	NA	NA	first southeast	NA	NA	NA	NA	NA	Wisconsin	first southeast	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0466
valley premier	bruce tellefson	NA	NA	valley premier	NA	NA	NA	NA	NA	Minnesota	valley premier	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0465
security savings	brad lane	NA	NA	security savings	NA	NA	NA	NA	NA	Iowa	security savings	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0463
security savings	kent peterson	NA	NA	security savings	NA	NA	NA	NA	NA	Iowa	security savings	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0479
first capital	barbara melton	NA	NA	first capital	NA	NA	NA	NA	NA	Oklahoma	first capital	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0460
wood huston	mark thompson	NA	NA	wood huston	NA	NA	NA	NA	NA	Missouri	wood huston	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0484
reliance savings	barton hann	NA	NA	reliance savings	NA	NA	NA	NA	NA	Wisconsin	reliance savings	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0462
cumberland valley	lisa robbins	NA	NA	cumberland valley	NA	NA	NA	NA	NA	Kentucky	cumberland valley	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0483
first southeast	james skaalen	NA	NA	first southeast	NA	NA	NA	NA	NA	Wisconsin	first southeast	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0471
port richmond savings	dianne haywood	NA	NA	port richmond savings	NA	NA	NA	NA	NA	Pennsylvania	port richmond savings	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0554
security savings	donna lambert	NA	NA	security savings	NA	NA	NA	NA	NA	Iowa	security savings	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0555
pine river	kirsten eggena	NA	NA	pine river	NA	NA	NA	NA	NA	Minnesota	pine river	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0577
monroe savings	theresa bruninghaus	NA	NA	monroe savings	NA	NA	NA	NA	NA	New Jersey	monroe savings	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0601
lumbee guaranty	kate smith	NA	NA	lumbee guaranty	NA	NA	NA	NA	NA	North Carolina	lumbee guaranty	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0575
first minnetonka	kurt wilkowske	NA	NA	first minnetonka	NA	NA	NA	NA	NA	Minnesota	first minnetonka	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0579
farmers hamel	tom screeden	NA	NA	farmers hamel	NA	NA	NA	NA	NA	Minnesota	farmers hamel	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0604
port richmond savings	sidney smith	NA	NA	port richmond savings	NA	NA	NA	NA	NA	Pennsylvania	port richmond savings	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0599
security savings	kathy carlson	NA	NA	security savings	NA	NA	NA	NA	NA	Iowa	security savings	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0576
citizens alliance	john gill	NA	NA	citizens alliance	NA	NA	NA	NA	NA	Minnesota	citizens alliance	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0568
first farmers	joseph conroy	NA	NA	first farmers	NA	NA	NA	NA	NA	Kentucky	first farmers	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0570
first commercial	alan walters	NA	NA	first commercial	NA	NA	NA	NA	NA	Missouri	first commercial	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0571
first wyoming	mark zaruba	NA	NA	first wyoming	NA	NA	NA	NA	NA	Minnesota	first wyoming	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0629
red river	melinda mclain	NA	NA	red river	NA	NA	NA	NA	NA	Minnesota	red river	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0628
cross keys	ben waston	NA	NA	cross keys	NA	NA	NA	NA	NA	Louisiana	cross keys	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0638
first minnesota	kim stevensen	NA	NA	first minnesota	NA	NA	NA	NA	NA	Minnesota	first minnesota	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0633
first jeanerette	shondra louviere	NA	NA	first jeanerette	NA	NA	NA	NA	NA	Louisiana	first jeanerette	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0658
red river	r chatelain	NA	NA	red river	NA	NA	NA	NA	NA	Minnesota	red river	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0661
gulf coast	mona crescioni	NA	NA	gulf coast	NA	NA	NA	NA	NA	Louisiana	gulf coast	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0655
international amherst	lonnie przybylski	NA	NA	international amherst	NA	NA	NA	NA	NA	Wisconsin	international amherst	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0653
esb financial	james wayman	NA	NA	esb financial	NA	NA	NA	NA	NA	Kansas	esb financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0699
pine river	larrie nelson	NA	NA	pine river	NA	NA	NA	NA	NA	Minnesota	pine river	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0702
citizens alliance	neal prokosch	NA	NA	citizens alliance	NA	NA	NA	NA	NA	Minnesota	citizens alliance	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0707
lincoln savings	brenda kelchen	NA	NA	lincoln savings	NA	NA	NA	NA	NA	Iowa	lincoln savings	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0695
wood huston	jeff crawford	NA	NA	wood huston	NA	NA	NA	NA	NA	Missouri	wood huston	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0701
new market	anita drentlaw	NA	NA	new market	NA	NA	NA	NA	NA	Minnesota	new market	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0693
pine river	deb larson	NA	NA	pine river	NA	NA	NA	NA	NA	Minnesota	pine river	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0697
red river	melinda mclain	NA	NA	red river	NA	NA	NA	NA	NA	Minnesota	red river	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0714
farmers savings	becky miller	NA	NA	farmers savings	NA	NA	NA	NA	NA	Iowa	farmers savings	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0385
comenity comenity capital	john marion	NA	NA	comenity capital	NA	NA	NA	NA	NA	Utah	comenity capital	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9558
financial services	chrys lemon	NA	NA	financial services	NA	NA	NA	NA	NA	Kentucky	financial services	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9483
grain valley	bill lefko	NA	NA	grain valley	NA	NA	NA	NA	NA	Missouri	grain valley	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0008
standing stone	rick bagby	NA	NA	standing stone	NA	NA	NA	NA	NA	Ohio	standing stone	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0004
sabal palm	teri rader	NA	NA	sabal palm	NA	NA	NA	NA	NA	Florida	sabal palm	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0143
financial services	david john	NA	NA	financial services	NA	NA	NA	NA	NA	Kentucky	financial services	NA	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-1165
lone star properties	carol schultz	NA	NA	lone star savings	NA	NA	NA	NA	NA	Texas	lone star savings	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0038-1642
financial services	NA	NA	NA	financial services	NA	NA	NA	NA	NA	Kentucky	financial services	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-211925
home builders	michelle hamecs	NA	NA	home builders	NA	NA	NA	NA	NA	Ohio	home builders	NA	NA	https://www.regulations.gov/document?D=CFPB-2017-0018-0026
independent bankers	ron haynie	NA	NA	independent bankers	NA	NA	NA	NA	NA	Illinois	independent bankers	NA	NA	https://www.regulations.gov/document?D=CFPB-2017-0018-0031
home builders	curtis milton	NA	NA	home builders	NA	NA	NA	NA	NA	Ohio	home builders	NA	NA	https://www.regulations.gov/document?D=CFPB-2017-0018-0046
financial services	dennis shaul	NA	NA	financial services	NA	NA	NA	NA	NA	Kentucky	financial services	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-211928
southern heritage	dixie long	NA	NA	southern heritage	NA	NA	NA	NA	NA	Louisiana	southern heritage	NA	NA	https://www.regulations.gov/document?D=CFPB-2017-0021-0022
fa colonial savings	kish ivey	NA	NA	fa colonial savings	NA	NA	NA	NA	NA	Kansas	fa colonial savings	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0038-1608
farmers merchants long beach	angela oganezova	NA	NA	farmers merchants long beach	NA	NA	NA	NA	NA	California	farmers merchants long beach	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0038-1609
first south	sheila greer	NA	NA	first south	NA	NA	NA	NA	NA	Georgia	first south	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0038-1624
loan central	loan central	NA	NA	central savings loan	NA	NA	NA	NA	NA	Illinois	central savings loan	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-144560
fifth third	chad borton	NA	NA	fifth third	NA	NA	NA	NA	NA	Ohio	fifth third	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-147147
mississippi bankers	gordon fellows	NA	NA	mississippi bankers	NA	NA	NA	NA	NA	Mississippi	mississippi bankers	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-146944
north side credit	sarah marshall	NA	NA	citizens north side	NA	NA	NA	NA	NA	Wisconsin	citizens north side	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148776
nebraska bankers	richard baier	NA	NA	nebraska bankers	NA	NA	NA	NA	NA	Nebraska	nebraska bankers	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148799
south carolina bankers	neil rashley	NA	NA	bankers south carolina	NA	NA	NA	NA	NA	South Carolina	bankers south carolina	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148568
southern bancorp	jennifer johnson	NA	NA	southern bancorp	NA	NA	NA	NA	NA	Mississippi	southern bancorp	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-147240
san angelo credit	san angelo credit san angelo credit	NA	NA	central san angelo	NA	NA	NA	NA	NA	Texas	central san angelo	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158262
choice financial	bridgette roman	NA	NA	choice financial	NA	NA	NA	NA	NA	North Dakota	choice financial	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148842
first nebraska	mark asmus	NA	NA	first nebraska	NA	NA	NA	NA	NA	Nebraska	first nebraska	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-147176
north country fcu	robert morgan	NA	NA	north country savings	NA	NA	NA	NA	NA	New York	north country savings	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148796
peoples intermountain	jay hunsaker	NA	NA	peoples intermountain	NA	NA	NA	NA	NA	Utah	peoples intermountain	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-148853
michigan united	terrell harris	NA	NA	united michigan	NA	NA	NA	NA	NA	Michigan	united michigan	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-154295
loan central	shannon cantrell	NA	NA	central savings loan	NA	NA	NA	NA	NA	Illinois	central savings loan	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-169947
michigan united	lincoln johnson	NA	NA	united michigan	NA	NA	NA	NA	NA	Michigan	united michigan	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-169766
michigan united	jorden kelly	NA	NA	united michigan	NA	NA	NA	NA	NA	Michigan	united michigan	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-169775
michigan united	cheryl yancey	NA	NA	united michigan	NA	NA	NA	NA	NA	Michigan	united michigan	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-169783
michigan united	colette knight	NA	NA	united michigan	NA	NA	NA	NA	NA	Michigan	united michigan	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-169776
michigan united	lashanda mayberry	NA	NA	united michigan	NA	NA	NA	NA	NA	Michigan	united michigan	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-169765
third coast credit	dan thorton	NA	NA	ssb third coast	NA	NA	NA	NA	NA	Texas	ssb third coast	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-185084
michigan united	tiffany klashen	NA	NA	united michigan	NA	NA	NA	NA	NA	Michigan	united michigan	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-169773
michigan united	theresa barnes	NA	NA	united michigan	NA	NA	NA	NA	NA	Michigan	united michigan	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-169767
michigan united	stephen mason	NA	NA	united michigan	NA	NA	NA	NA	NA	Michigan	united michigan	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-169759
michigan united	marissa pytel	NA	NA	united michigan	NA	NA	NA	NA	NA	Michigan	united michigan	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-169785
san jose	weston starbird	NA	NA	san jose	NA	NA	NA	NA	NA	California	san jose	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-169430
michigan united	tanisha bell	NA	NA	united michigan	NA	NA	NA	NA	NA	Michigan	united michigan	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-169772
michigan united	kevin jackson	NA	NA	united michigan	NA	NA	NA	NA	NA	Michigan	united michigan	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-169781
louisiana bankers	anonymous anonymous	NA	NA	bankers louisiana	NA	NA	NA	NA	NA	Louisiana	bankers louisiana	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-186541
north carolina	roy cooper	NA	NA	north carolina	NA	NA	NA	NA	NA	North Carolina	north carolina	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-185051
michigan united	chris huley	NA	NA	united michigan	NA	NA	NA	NA	NA	Michigan	united michigan	NA	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-169770

# 0
 paste("FFIECInstitutions matches: ", sum(!is.na(d$FFIECInstitutions_name)) )

## [1] "FFIECInstitutions matches:  0"

#d %>% filter(!is.na(FFIECInstitutions_name)) %>% select(ends_with("name")) %>% kablebox()

# 18k
 paste("NonProfitTax matches: ", sum(!is.na(d$NonProfitTax_name)) )

## [1] "NonProfitTax matches:  5572"

d %>% filter(!is.na(NonProfitTax_name)) %>% select(ends_with("name"), comment_url) %>% kablebox()

comment_org_name	comment_submitter_name	CIK_name	CreditUnions_name	FDIC_Institutions_name	FFIECInstitutions_name	SEC_Institutions_name	compustat_resources_name	nonprofits_resources_name	opensecrets_resources_jwVersion_name	FDIC_Institutions-orgMatch:STNAME	org_name	NonProfitTax_name	OpenSecretsOrgs_name	comment_url
aca international	leah dempsey	NA	NA	NA	NA	NA	NA	aca international	NA	NA	aca international	aca international	NA	https://www.regulations.gov/document?D=CFPB-2020-0010-0025
alaska credit	amie keirn	NA	NA	NA	NA	NA	NA	alaska credit league	NA	NA	alaska credit league	alaska credit league	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12056
credit systems	susan skovgaard	NA	NA	NA	NA	NA	NA	health systems credit	NA	NA	health systems credit	health systems credit	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12044
legal services elderly	jill randall	NA	NA	NA	NA	NA	NA	legal services elderly	NA	NA	legal services elderly	legal services elderly	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12051
better markets	andrew bunker	NA	NA	NA	NA	NA	NA	better markets	NA	NA	better markets	better markets	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12055
legal aid society	colten fleu	NA	NA	NA	NA	NA	NA	legal aid society	NA	NA	legal aid society	legal aid society	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12042
maryland consumer rights coalition	maceline white	NA	NA	NA	NA	NA	NA	maryland consumer rights coalition	NA	NA	maryland consumer rights coalition	maryland consumer rights coalition	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12050
legal aid nebraska	jennifer gaughan	NA	NA	NA	NA	NA	NA	legal aid nebraska	NA	NA	legal aid nebraska	legal aid nebraska	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12089
western new york law center	matthew parham	NA	NA	NA	NA	NA	NA	western new york law center	NA	NA	western new york law center	western new york law center	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12080
bay area legal aid	ofra pleban	NA	NA	NA	NA	NA	NA	bay area legal aid	NA	NA	bay area legal aid	bay area legal aid	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12075
missouri faith voices	rev dr cassandra gould	NA	NA	NA	NA	NA	NA	missouri faith voices	NA	NA	missouri faith voices	missouri faith voices	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12070
legal aid society san diego	joe villaseñor	NA	NA	NA	NA	NA	NA	legal aid society san diego	NA	NA	legal aid society san diego	legal aid society san diego	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12088
minnesota credit network	timothy tacheny	NA	NA	NA	NA	NA	NA	minnesota credit network	NA	NA	minnesota credit network	minnesota credit network	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12062
virginia poverty law center	jay speer	NA	NA	NA	NA	NA	NA	virginia poverty law center	NA	NA	virginia poverty law center	virginia poverty law center	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12090
maryland consumers	marceline white	NA	NA	NA	NA	NA	NA	funeral consumers alliance maryland environs	NA	NA	funeral consumers alliance maryland environs	funeral consumers alliance maryland environs	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12081
conference supervisors	joey samowitz	NA	NA	NA	NA	NA	NA	conference supervisors	NA	NA	conference supervisors	conference supervisors	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12087
maryland consumers	marceline white	NA	NA	NA	NA	NA	NA	funeral consumers alliance maryland environs	NA	NA	funeral consumers alliance maryland environs	funeral consumers alliance maryland environs	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12082
american bankers	trenea everett	NA	NA	NA	NA	NA	NA	american bankers	NA	NA	american bankers	american bankers	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12061
better markets	andrew bunker	NA	NA	NA	NA	NA	NA	better markets	NA	NA	better markets	better markets	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12059
center law economic justice	claudia wilner	NA	NA	NA	NA	NA	NA	center law economic justice	NA	NA	center law economic justice	center law economic justice	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12097
montana independent bankers	james brown	NA	NA	NA	NA	NA	NA	montana independent bankers	NA	NA	montana independent bankers	montana independent bankers	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0560
massachusetts affordable housing alliance	anonymous anonymous	NA	NA	NA	NA	NA	NA	massachusetts affordable housing alliance	NA	NA	massachusetts affordable housing alliance	massachusetts affordable housing alliance	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0663
bankers michigan	michael tierney	NA	NA	NA	NA	NA	NA	bankers michigan	NA	NA	bankers michigan	bankers michigan	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0705
american bankers	anonymous anonymous	NA	NA	NA	NA	NA	NA	american bankers	NA	NA	american bankers	american bankers	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0674
american bankers	rod alba	NA	NA	NA	NA	NA	NA	american bankers	NA	NA	american bankers	american bankers	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0675
texas appleseed	melissa sloan	NA	NA	NA	NA	NA	NA	texas appleseed	NA	NA	texas appleseed	texas appleseed	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0683
pittsburgh reinvestment	ernest hogan	NA	NA	NA	NA	NA	NA	pittsburgh reinvestment	NA	NA	pittsburgh reinvestment	pittsburgh reinvestment	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0686
heartland credit	brad douglas	NA	NA	NA	NA	NA	NA	heartland credit	NA	NA	heartland credit	heartland credit	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0687
aca international	leah dempsey	NA	NA	NA	NA	NA	NA	aca international	NA	NA	aca international	aca international	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12112
institute college access success	michele streeter	NA	NA	NA	NA	NA	NA	institute college access success	NA	NA	institute college access success	institute college access success	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-8564
client services	carrie bextermueller	NA	NA	NA	NA	NA	NA	client services	NA	NA	client services	client services	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9068
professional finance	nicholas prola	NA	NA	NA	NA	NA	NA	california asian insurance finance professional	NA	NA	california asian insurance finance professional	california asian insurance finance professional	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9193
native american financial services	gary davis	NA	NA	NA	NA	NA	NA	native american financial services	NA	NA	native american financial services	native american financial services	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9163
commercial law league	kerrick daniel	NA	NA	NA	NA	NA	NA	commercial law league	NA	NA	commercial law league	commercial law league	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9362
reverse mortgage lenders	steve irwin	NA	NA	NA	NA	NA	NA	reverse mortgage lenders	NA	NA	reverse mortgage lenders	reverse mortgage lenders	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9246
heartland credit	brad douglas	NA	NA	NA	NA	NA	NA	heartland credit	NA	NA	heartland credit	heartland credit	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9216
indiana legal services	jon laramore	NA	NA	NA	NA	NA	NA	indiana legal services	NA	NA	indiana legal services	indiana legal services	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9244
installment lenders	geoffrey gradler	NA	NA	NA	NA	NA	NA	installment lenders	NA	NA	installment lenders	installment lenders	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9361
empower missouri	jeanette mott oxford	NA	NA	NA	NA	NA	NA	empower missouri	NA	NA	empower missouri	empower missouri	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9669
legal action wisconsin	jessica roulette	NA	NA	NA	NA	NA	NA	legal action wisconsin	NA	NA	legal action wisconsin	legal action wisconsin	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9485
consumer bankers	stephen congdon	NA	NA	NA	NA	NA	NA	consumer bankers	NA	NA	consumer bankers	consumer bankers	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9630
creditors bar	yale levy	NA	NA	NA	NA	NA	NA	california creditors bar	NA	NA	california creditors bar	california creditors bar	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9603
maryland consumer rights coalition	marceline white	NA	NA	NA	NA	NA	NA	maryland consumer rights coalition	NA	NA	maryland consumer rights coalition	maryland consumer rights coalition	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9679
public citizen	bartlett naylor	NA	NA	NA	NA	NA	NA	public citizen	NA	NA	public citizen	public citizen	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9643
southern poverty law center	chandra foster	NA	NA	NA	NA	NA	NA	southern poverty law center	NA	NA	southern poverty law center	southern poverty law center	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9632
policy institute	naeha prakash	NA	NA	NA	NA	NA	NA	policy institute	NA	NA	policy institute	policy institute	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9610
montana legal services	beth hayes	NA	NA	NA	NA	NA	NA	montana legal services	NA	NA	montana legal services	montana legal services	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9612
american resort arda	stefanie jackman	NA	NA	NA	NA	NA	NA	arda resort owners coalition	NA	NA	arda resort owners coalition	arda resort owners coalition	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9592
aca international	leah dempsey	NA	NA	NA	NA	NA	NA	aca international	NA	NA	aca international	aca international	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9666
pro seniors	miriam sheline	NA	NA	NA	NA	NA	NA	pro seniors	NA	NA	pro seniors	pro seniors	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9635
new jersey citizen action	beverly brown ruggia	NA	NA	NA	NA	NA	NA	citizen action new jersey	NA	NA	citizen action new jersey	citizen action new jersey	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9390
independent automobile dealers	shaun petersen	NA	NA	NA	NA	NA	NA	independent automobile dealers assn	NA	NA	independent automobile dealers assn	independent automobile dealers assn	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9398
cornerstone credit league	suzanne yashewski	NA	NA	NA	NA	NA	NA	cornerstone credit league	NA	NA	cornerstone credit league	cornerstone credit league	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9688
consumers research	NA	NA	NA	NA	NA	NA	NA	consumers research	NA	NA	consumers research	consumers research	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9580
greater boston legal services	nadine cohen	NA	NA	NA	NA	NA	NA	greater boston legal services	NA	NA	greater boston legal services	greater boston legal services	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9601
colorado center law policy	sara lipowitz	NA	NA	NA	NA	NA	NA	colorado center law policy	NA	NA	colorado center law policy	colorado center law policy	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9577
public law center	leigh ferrin	NA	NA	NA	NA	NA	NA	public law center	NA	NA	public law center	public law center	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9658
new mexico center law poverty	lindsay cutler	NA	NA	NA	NA	NA	NA	new mexico center law poverty	NA	NA	new mexico center law poverty	new mexico center law poverty	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9554
florida creditors bar	alison walters	NA	NA	NA	NA	NA	NA	florida creditors bar	NA	NA	florida creditors bar	florida creditors bar	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9583
american legal financial network	john hearn	NA	NA	NA	NA	NA	NA	american legal financial network	NA	NA	american legal financial network	american legal financial network	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9555
true sky credit	sean cahill	NA	NA	NA	NA	NA	NA	true sky credit	NA	NA	true sky credit	true sky credit	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9537
coalition higher education assistance	anonymous anonymous	NA	NA	NA	NA	NA	NA	coalition higher education assistance	NA	NA	coalition higher education assistance	coalition higher education assistance	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9400
legal services new jersey	anonymous anonymous	NA	NA	NA	NA	NA	NA	legal services new jersey	NA	NA	legal services new jersey	legal services new jersey	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9683
maine center economic policy	jody harris	NA	NA	NA	NA	NA	NA	maine center economic policy	NA	NA	maine center economic policy	maine center economic policy	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9690
georgia watch	liz coyle	NA	NA	NA	NA	NA	NA	georgia watch	NA	NA	georgia watch	georgia watch	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9608
employment law project	judith conti	NA	NA	NA	NA	NA	NA	employment law project	NA	NA	employment law project	employment law project	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9699
legal aid center southern nevada	anonymous anonymous	NA	NA	NA	NA	NA	NA	legal aid center southern nevada	NA	NA	legal aid center southern nevada	legal aid center southern nevada	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9582
estate debt coalition	anonymous anonymous	NA	NA	NA	NA	NA	NA	estate managers coalition	NA	NA	estate managers coalition	estate managers coalition	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9604
faith et al wisconsin consumer advocates	anonymous anonymous	NA	NA	NA	NA	NA	NA	planned parenthood advocates wisconsin	NA	NA	planned parenthood advocates wisconsin	planned parenthood advocates wisconsin	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9445
legal services center harvard law school predatory lending consumer protection clinic	anonymous anonymous	NA	NA	NA	NA	NA	NA	jimmy ryce center victims predatory abduction	NA	NA	jimmy ryce center victims predatory abduction	jimmy ryce center victims predatory abduction	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9626
ohio creditors attorneys	fredric kannensohn	NA	NA	NA	NA	NA	NA	ohio creditors attorneys	NA	NA	ohio creditors attorneys	ohio creditors attorneys	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9567
oakland attorneys office	anonymous anonymous	NA	NA	NA	NA	NA	NA	oakland 14th office	NA	NA	oakland 14th office	oakland 14th office	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9497
veri di suvero	anonymous anonymous	NA	NA	NA	NA	NA	NA	danny claudine veri family foundation	NA	NA	danny claudine veri family foundation	danny claudine veri family foundation	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9439
mountain justice	anonymous anonymous	NA	NA	NA	NA	NA	NA	mountain justice	NA	NA	mountain justice	mountain justice	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9599
maine equal justice	michael kebede	NA	NA	NA	NA	NA	NA	maine equal justice partners	NA	NA	maine equal justice partners	maine equal justice partners	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9611
african american historical society	mae breckenridge	NA	NA	NA	NA	NA	NA	african american historical society portsmouth	NA	NA	african american historical society portsmouth	african american historical society portsmouth	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9654
consumer advocates	anonymous anonymous	NA	NA	NA	NA	NA	NA	consumer advocates	NA	NA	consumer advocates	consumer advocates	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9543
student loan servicing alliance	anonymous anonymous	NA	NA	NA	NA	NA	NA	student loan servicing alliance	NA	NA	student loan servicing alliance	student loan servicing alliance	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9561
consumer federation	susan grant	NA	NA	NA	NA	NA	NA	consumer federation	NA	NA	consumer federation	consumer federation	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9589
veterans education success	mike saunders	NA	NA	NA	NA	NA	NA	veterans education success	NA	NA	veterans education success	veterans education success	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9544
woodstock institute	brent adams	NA	NA	NA	NA	NA	NA	woodstock institute	NA	NA	woodstock institute	woodstock institute	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9492
michigan creditors bar	anonymous anonymous	NA	NA	NA	NA	NA	NA	michigan creditors bar	NA	NA	michigan creditors bar	michigan creditors bar	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9631
arizona creditors bar	david lippman	NA	NA	NA	NA	NA	NA	california creditors bar	NA	NA	california creditors bar	california creditors bar	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-9605
better markets	andrew bunker	NA	NA	NA	NA	NA	NA	better markets	NA	NA	better markets	better markets	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-12032
aca international	leah dempsey	NA	NA	NA	NA	NA	NA	aca international	NA	NA	aca international	aca international	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-0042
affordable housing centers pennsylvania	kenneth bigos	NA	NA	NA	NA	NA	NA	affordable housing centers pennsylvania	NA	NA	affordable housing centers pennsylvania	affordable housing centers pennsylvania	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0018
aca international	leah dempsey	NA	NA	NA	NA	NA	NA	aca international	NA	NA	aca international	aca international	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-0044
housing action illinois	bob palmer	NA	NA	NA	NA	NA	NA	housing action illinois	NA	NA	housing action illinois	housing action illinois	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0024
delaware reinvestment action council	rashmi rangan	NA	NA	NA	NA	NA	NA	delaware reinvestment action council	NA	NA	delaware reinvestment action council	delaware reinvestment action council	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0098
aca international	leah dempsey	NA	NA	NA	NA	NA	NA	aca international	NA	NA	aca international	aca international	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-0048
aca international	leah dempsey	NA	NA	NA	NA	NA	NA	aca international	NA	NA	aca international	aca international	NA	https://www.regulations.gov/document?D=CFPB-2019-0022-0049
fair housing center metropolitan detroit	anonymous anonymous	NA	NA	NA	NA	NA	NA	fair housing center metropolitan detroit	NA	NA	fair housing center metropolitan detroit	fair housing center metropolitan detroit	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0165
empire justice center	barbara kerkhove	NA	NA	NA	NA	NA	NA	empire justice center	NA	NA	empire justice center	empire justice center	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0202
metropolitan st louis equal housing opportunity council	elisabeth risch	NA	NA	NA	NA	NA	NA	metropolitan st louis equal housing opportunity council	NA	NA	metropolitan st louis equal housing opportunity council	metropolitan st louis equal housing opportunity council	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0252
league southeastern credit	mike lee	NA	NA	NA	NA	NA	NA	league southeastern credit	NA	NA	league southeastern credit	league southeastern credit	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0253
wisconsin credit league	paul guttormsson	NA	NA	NA	NA	NA	NA	wisconsin credit league	NA	NA	wisconsin credit league	wisconsin credit league	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0254
minnesota bankers	teresa rice	NA	NA	NA	NA	NA	NA	minnesota bankers	NA	NA	minnesota bankers	minnesota bankers	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0271
st louis equal housing opportunity council	elisabeth risch	NA	NA	NA	NA	NA	NA	metropolitan st louis equal housing opportunity council	NA	NA	metropolitan st louis equal housing opportunity council	metropolitan st louis equal housing opportunity council	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0314
new jersey citizen action	beverly brown ruggia	NA	NA	NA	NA	NA	NA	citizen action new jersey	NA	NA	citizen action new jersey	citizen action new jersey	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0316
ohio credit league	miriah lee	NA	NA	NA	NA	NA	NA	ohio credit league	NA	NA	ohio credit league	ohio credit league	NA	https://www.regulations.gov/document?D=CFPB-2019-0021-0263

# 4k
 paste("OpenSecrets matches: ", sum(!is.na(d$OpenSecretsOrgs_name)) )

## [1] "OpenSecrets matches:  4070"

d %>% filter(!is.na(OpenSecretsOrgs_name)) %>% select(ends_with("name"), comment_url) %>% kablebox()

comment_org_name	comment_submitter_name	CIK_name	CreditUnions_name	FDIC_Institutions_name	FFIECInstitutions_name	SEC_Institutions_name	compustat_resources_name	nonprofits_resources_name	opensecrets_resources_jwVersion_name	FDIC_Institutions-orgMatch:STNAME	org_name	NonProfitTax_name	OpenSecretsOrgs_name	comment_url
truliant credit	atticus simpson	NA	NA	NA	NA	NA	NA	NA	truliant credit	NA	truliant credit	NA	truliant credit	https://www.regulations.gov/document?D=CFPB-2019-0022-12103
apex asset management	john kline	NA	NA	NA	NA	NA	NA	NA	apex asset management	NA	apex asset management	NA	apex asset management	https://www.regulations.gov/document?D=CFPB-2019-0022-9696
libertarian party	stinky mcshploogooli	NA	NA	NA	NA	NA	NA	NA	libertarian party	NA	libertarian party	NA	libertarian party	https://www.regulations.gov/document?D=CFPB-2019-0021-0376
keller williams realty	alice lebkuecher	NA	NA	NA	NA	NA	NA	NA	keller williams realty	NA	keller williams realty	NA	keller williams realty	https://www.regulations.gov/document?D=CFPB-2016-0038-1645
keller williams realty	marcy bennett	NA	NA	NA	NA	NA	NA	NA	keller williams realty	NA	keller williams realty	NA	keller williams realty	https://www.regulations.gov/document?D=CFPB-2016-0038-1637
realtors ebby halliday	meredith held	NA	NA	NA	NA	NA	NA	NA	ebby halliday realtors	NA	ebby halliday realtors	NA	ebby halliday realtors	https://www.regulations.gov/document?D=CFPB-2016-0038-1635
colorado university	bill ritter jr	NA	NA	NA	NA	NA	NA	NA	colorado university	NA	colorado university	NA	colorado university	https://www.regulations.gov/document?D=CFPB-2016-0025-211869
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-211871
florida house representatives	davie eagle	NA	NA	NA	NA	NA	NA	NA	florida house representatives	NA	florida house representatives	NA	florida house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-211880
alaska usa credit	dan mccue	NA	NA	NA	NA	NA	NA	NA	alaska usa credit	NA	alaska usa credit	NA	alaska usa credit	https://www.regulations.gov/document?D=CFPB-2017-0018-0047
california senate	bob wieckowski	NA	NA	NA	NA	NA	NA	NA	california senate	NA	california senate	NA	california senate	https://www.regulations.gov/document?D=CFPB-2016-0020-6452
bethpage credit	wayne grosse	NA	NA	NA	NA	NA	NA	NA	bethpage credit	NA	bethpage credit	NA	bethpage credit	https://www.regulations.gov/document?D=CFPB-2016-0020-6450
americans financial reform	lisa donner	NA	NA	NA	NA	NA	NA	NA	americans financial reform	NA	americans financial reform	NA	americans financial reform	https://www.regulations.gov/document?D=CFPB-2016-0025-208914
mississippi house representatives	michael evans	NA	NA	NA	NA	NA	NA	NA	mississippi house representatives	NA	mississippi house representatives	NA	mississippi house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-208725
florida senate	jack latvala	NA	NA	NA	NA	NA	NA	NA	florida senate	NA	florida senate	NA	florida senate	https://www.regulations.gov/document?D=CFPB-2016-0025-208728
mississippi senate	willie simmons	NA	NA	NA	NA	NA	NA	NA	mississippi senate	NA	mississippi senate	NA	mississippi senate	https://www.regulations.gov/document?D=CFPB-2016-0025-208729
mississippi house representatives	kathy sykes	NA	NA	NA	NA	NA	NA	NA	mississippi house representatives	NA	mississippi house representatives	NA	mississippi house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-208734
wisconsin assembly	robin vos	NA	NA	NA	NA	NA	NA	NA	wisconsin assembly	NA	wisconsin assembly	NA	wisconsin assembly	https://www.regulations.gov/document?D=CFPB-2016-0025-208738
mississippi senate	charles younger	NA	NA	NA	NA	NA	NA	NA	mississippi senate	NA	mississippi senate	NA	mississippi senate	https://www.regulations.gov/document?D=CFPB-2016-0025-208744
south carolina house representatives	jr samuel rivers	NA	NA	NA	NA	NA	NA	NA	south carolina house representatives	NA	south carolina house representatives	NA	south carolina house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-208736
south carolina house representatives	mike forrester	NA	NA	NA	NA	NA	NA	NA	south carolina house representatives	NA	south carolina house representatives	NA	south carolina house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-208733
michigan house representatives	robert kosowski	NA	NA	NA	NA	NA	NA	NA	michigan house representatives	NA	michigan house representatives	NA	michigan house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-208743
illinois general assembly	kimberly lightford	NA	NA	NA	NA	NA	NA	NA	illinois general assembly	NA	illinois general assembly	NA	illinois general assembly	https://www.regulations.gov/document?D=CFPB-2016-0025-208735
house representatives south carolina	mike burns	NA	NA	NA	NA	NA	NA	NA	south carolina house representatives	NA	south carolina house representatives	NA	south carolina house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-208732
georgia house representatives	bruce williamson	NA	NA	NA	NA	NA	NA	NA	georgia house representatives	NA	georgia house representatives	NA	georgia house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-208739
house representatives south carolina	garry smith	NA	NA	NA	NA	NA	NA	NA	south carolina house representatives	NA	south carolina house representatives	NA	south carolina house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-208731
south carolina house representatives	michael pitts	NA	NA	NA	NA	NA	NA	NA	south carolina house representatives	NA	south carolina house representatives	NA	south carolina house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-208745
americans financial reform	andrew rogers	NA	NA	NA	NA	NA	NA	NA	americans financial reform	NA	americans financial reform	NA	americans financial reform	https://www.regulations.gov/document?D=CFPB-2016-0025-208912
veritec solutions	thomas reinheimer	NA	NA	NA	NA	NA	NA	NA	veritec solutions	NA	veritec solutions	NA	veritec solutions	https://www.regulations.gov/document?D=CFPB-2016-0025-208911
americans financial reform	andrew rogers	NA	NA	NA	NA	NA	NA	NA	americans financial reform	NA	americans financial reform	NA	americans financial reform	https://www.regulations.gov/document?D=CFPB-2016-0020-6391
wolters kluwer financial services	jeanne erickson	NA	NA	NA	NA	NA	NA	NA	wolters kluwer financial services	NA	wolters kluwer financial services	NA	wolters kluwer financial services	https://www.regulations.gov/document?D=CFPB-2016-0038-1610
alaska usa credit	christopher wilder	NA	NA	NA	NA	NA	NA	NA	alaska usa credit	NA	alaska usa credit	NA	alaska usa credit	https://www.regulations.gov/document?D=CFPB-2016-0039-0020
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144223
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144189
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144196
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144188
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144225
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144186
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144178
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144195
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144194
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144192
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144197
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144177
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144187
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144190
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144191
amscot financial	kelly larsson	NA	NA	NA	NA	NA	NA	NA	amscot financial	NA	amscot financial	NA	amscot financial	https://www.regulations.gov/document?D=CFPB-2016-0025-144203
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144179
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144193
amscot financial	richard holland	NA	NA	NA	NA	NA	NA	NA	amscot financial	NA	amscot financial	NA	amscot financial	https://www.regulations.gov/document?D=CFPB-2016-0025-144246
oklahoma house representatives	scott biggs	NA	NA	NA	NA	NA	NA	NA	oklahoma house representatives	NA	oklahoma house representatives	NA	oklahoma house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-144287
oklahoma house representatives	scooter park	NA	NA	NA	NA	NA	NA	NA	oklahoma house representatives	NA	oklahoma house representatives	NA	oklahoma house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-144292
amscot financial	eric staples	NA	NA	NA	NA	NA	NA	NA	amscot financial	NA	amscot financial	NA	amscot financial	https://www.regulations.gov/document?D=CFPB-2016-0025-144307
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144304
oklahoma house representatives	chad caldwell	NA	NA	NA	NA	NA	NA	NA	oklahoma house representatives	NA	oklahoma house representatives	NA	oklahoma house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-144288
amscot financial	kerala logis	NA	NA	NA	NA	NA	NA	NA	amscot financial	NA	amscot financial	NA	amscot financial	https://www.regulations.gov/document?D=CFPB-2016-0025-144308
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144305
oklahoma house representatives	james leewright	NA	NA	NA	NA	NA	NA	NA	oklahoma house representatives	NA	oklahoma house representatives	NA	oklahoma house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-144290
amscot financial	ashleigh spala	NA	NA	NA	NA	NA	NA	NA	amscot financial	NA	amscot financial	NA	amscot financial	https://www.regulations.gov/document?D=CFPB-2016-0025-144309
amscot financial	racquel jones	NA	NA	NA	NA	NA	NA	NA	amscot financial	NA	amscot financial	NA	amscot financial	https://www.regulations.gov/document?D=CFPB-2016-0025-144310
amscot financial	tracy hall	NA	NA	NA	NA	NA	NA	NA	amscot financial	NA	amscot financial	NA	amscot financial	https://www.regulations.gov/document?D=CFPB-2016-0025-144311
wisconsin assembly	tyler august	NA	NA	NA	NA	NA	NA	NA	wisconsin assembly	NA	wisconsin assembly	NA	wisconsin assembly	https://www.regulations.gov/document?D=CFPB-2016-0025-144295
oklahoma house representatives	jon echols	NA	NA	NA	NA	NA	NA	NA	oklahoma house representatives	NA	oklahoma house representatives	NA	oklahoma house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-144289
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144303
oklahoma house representatives	pat ownbey	NA	NA	NA	NA	NA	NA	NA	oklahoma house representatives	NA	oklahoma house representatives	NA	oklahoma house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-144291
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144253
cash express	anonymous anonymous	NA	NA	NA	NA	NA	NA	NA	cash express	NA	cash express	NA	cash express	https://www.regulations.gov/document?D=CFPB-2016-0025-144302
texas house representatives	jodie laubenberg	NA	NA	NA	NA	NA	NA	NA	texas house representatives	NA	texas house representatives	NA	texas house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-144323
oklahoma house representatives	justin wood	NA	NA	NA	NA	NA	NA	NA	oklahoma house representatives	NA	oklahoma house representatives	NA	oklahoma house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-144338
south carolina house representatives	garry smith	NA	NA	NA	NA	NA	NA	NA	south carolina house representatives	NA	south carolina house representatives	NA	south carolina house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-144388
maryland house delegates	dana stein	NA	NA	NA	NA	NA	NA	NA	maryland house delegates	NA	maryland house delegates	NA	maryland house delegates	https://www.regulations.gov/document?D=CFPB-2016-0025-144397
mississippi senate	willie simmons	NA	NA	NA	NA	NA	NA	NA	mississippi senate	NA	mississippi senate	NA	mississippi senate	https://www.regulations.gov/document?D=CFPB-2016-0025-144389
mississippi house representatives	joel bomgar	NA	NA	NA	NA	NA	NA	NA	mississippi house representatives	NA	mississippi house representatives	NA	mississippi house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-144385
mississippi house representatives	michael evans	NA	NA	NA	NA	NA	NA	NA	mississippi house representatives	NA	mississippi house representatives	NA	mississippi house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-144390
indiana house representatives	greg beumer	NA	NA	NA	NA	NA	NA	NA	indiana house representatives	NA	indiana house representatives	NA	indiana house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-144395
north carolina house representatives	larry hall	NA	NA	NA	NA	NA	NA	NA	north carolina house representatives	NA	north carolina house representatives	NA	north carolina house representatives	https://www.regulations.gov/document?D=CFPB-2016-0025-144392
wisconsin senate	stephen nass	NA	NA	NA	NA	NA	NA	NA	wisconsin senate	NA	wisconsin senate	NA	wisconsin senate	https://www.regulations.gov/document?D=CFPB-2016-0025-144394
mississippi senate	terry burton	NA	NA	NA	NA	NA	NA	NA	mississippi senate	NA	mississippi senate	NA	mississippi senate	https://www.regulations.gov/document?D=CFPB-2016-0025-144396
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144687
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144686
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144734
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144713
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144690
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144685
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144733
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144747
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144727
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144710
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144730
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144722
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144694
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144732
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144715
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144698
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144739
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144749
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144711
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144740
axcess financial	aaron neace	NA	NA	NA	NA	NA	NA	NA	axcess financial services	NA	axcess financial services	NA	axcess financial services	https://www.regulations.gov/document?D=CFPB-2016-0025-144708

# 0
 paste("SEC matches: ", sum(!is.na(d$SEC_Institutions_name)))

## [1] "SEC matches:  0"

# d %>% filter(!is.na(SEC_Institutions_name)) %>% select(ends_with("name"))  %>% kablebox()

Example URLs

#Example urls

d %>% group_by(comment_agency) %>% 
  slice(1) %>% 
  select(comment_url) 

---

Number of comments by organization resources

---

By Assets

(FDIC data)

Among firms that commented on a Dodd Frank rule

max <- org_count %>%   filter(org_type == "FDIC") %>% pull(n) %>% max()

org_count %>% 
  filter(org_type == "FDIC") %>% 
  ggplot() +
  aes(x = org_resources,
      y = n) + 
  geom_point(alpha = .5) + 
  geom_smooth() +
  labs(x = "Assets",
       y = "Number of Comments") +
  lims(y =c(0, max))+ 
  scale_x_log10(breaks = breaks_log())

# by agency
max <- org_count_agency %>%   filter(org_type == "FDIC") %>% pull(n) %>% max()

org_count_agency %>% 
  filter(org_type == "FDIC") %>% 
  ggplot() +
  aes(x = org_resources,
      y = n) + 
  geom_point(alpha = .5) + 
  geom_smooth() +
  labs(x = "Assets",
       y = "Number of Comments") +
  lims(y =c(0, max)) + 
    facet_wrap("Agency") + 
  scale_x_log10(breaks = breaks_log())

---

Comparing firms that did and did not comment on Dodd-Frank rules

load(here("data", "FDIC_resources.Rdata"))

# old match data 
FDIC_resources %>% 
  #filter(assets > 100) %>% 
  mutate(Commented = ifelse(commented, "Commented", "Did not comment")) %>%
  ggplot() + 
  aes(x = ASSET/1000, fill = Commented) + 
  geom_density(alpha = .5, color = NA) + 
  scale_x_log10() + 
  labs(title = "FDIC-Insured Banks",
       fill = "", y = "", x = "Assets ($1,000s)")+
  theme(panel.grid.major.y = element_blank(),
        panel.grid.minor.y = element_blank(),
        axis.text.y = element_blank())

# new data 
FDIC_resources %<>% 
  mutate(Commented = ifelse(
    org_name %in% orgs$best_match_name,
    "Commented", 
    "Did not comment")) 

FDIC_resources%>% 
  ggplot() + 
  aes(x = ASSET/1000, fill = Commented) + 
  geom_density(alpha = .5, color = NA) + 
  scale_x_log10() + 
  labs(title = "FDIC-Insured Banks",
       fill = "", y = "", x = "Assets ($1,000s)")+
  theme(panel.grid.major.y = element_blank(),
        panel.grid.minor.y = element_blank(),
        axis.text.y = element_blank())

states <- map_data("state")

FDIC_state_n <- FDIC_resources %>% 
  mutate(region = STNAME %>% str_to_lower()) %>% 
  group_by(region) %>% 
  summarise(n = n() )

states %>% 
  left_join(FDIC_state_n) %>% 
  ggplot() +
  aes(long, lat, group = group, fill = n) +
  geom_polygon(color = "white") + 
  labs(fill = "FDIC-Insured Banks") +
  theme_void()


FDIC_state_n <- FDIC_resources %>% 
  mutate(region = STNAME %>% str_to_lower()) %>% 
  group_by(region) %>% 
  summarise(n = sum(Commented == "Commented"))

states %>% 
  left_join(FDIC_state_n) %>% 
  ggplot() +
  aes(long, lat, group = group, fill = n) +
  geom_polygon(color = "white") + 
  labs(fill = "FDIC-Insured Banks \nCommenting On\n Dodd-Frank Rules") +
  theme_void()

---

Among nonprofits that commented on Dodd-Frank rules

load(here("data", "nonprofit_resources.Rdata"))

nonprofit_resources %>% 
  #filter(commented, assets > 100) %>% 
  ggplot() + 
  aes(x = assets, y = n) + 
  geom_point(alpha = .5) + 
  geom_smooth() + 
    labs(x = "Assets",
       y = "Number of Comments") +
  scale_x_log10()


nonprofit_resources %>% 
  filter(commented, assets > 100) %>% 
  ggplot() + 
  aes(x = revenue, y = n) + 
  geom_point(alpha = .5) + 
  geom_smooth() + 
    labs(x = "Revenue",
       y = "Number of Comments") +
  scale_x_log10() 

---

Comparing nonprofits that did and did not comment on Dodd-Frank rules

load(here("data", "nonprofit_resources.Rdata"))

nonprofit_resources %>% 
  filter(assets > 10) %>% 
  mutate(Commented = ifelse(commented, "Commented", "Did not comment")) %>%
  ggplot() + 
  aes(x = assets, fill = Commented) + 
  geom_density(alpha = .5, color = NA) + 
  scale_x_log10() + 
  labs(fill = "", x = "Assets")

nonprofit_resources %>% 
  #filter(assets > 100) %>% 
  mutate(Commented = ifelse(commented, "Commented", "Did not comment")) %>%
  ggplot() + 
  aes(x = revenue, fill = Commented) + 
  geom_density(alpha = .5, color = NA) + 
  scale_x_log10() + 
  labs(fill = "", y = "", x = "Revenue")+
  theme(panel.grid.major.y = element_blank(),
        panel.grid.minor.y = element_blank(),
        axis.text.y = element_blank())

# CHARTS 
# - who comments, who does not 
# - 


# TODO 
# - biggest nonprofits by assets and revenue (e.eg. chamber )
# - compartaitve ratios at key levels
# - percent nonprofits 
# - side by side histograms
# missing fed in matching, but could compare FDIC regulator to agency commented on
# - scholzman and verba, gilens and bartels 

Same plots with new data (finreg_org_level_covariates_df_20210908.csv)

load(here("data", "nonprofit_resources.Rdata"))

nonprofit_resources %<>% 
  mutate(Commented = ifelse(
    org_name %in% orgs$best_match_name,
    "Commented", 
    "Did not comment")) 

nonprofit_resources %>% 
  group_by(Commented) %>% 
  summarise(mean_assets = mean(assets, na.rm = T))

## # A tibble: 2 × 2
##   Commented       mean_assets
##   <chr>                 <dbl>
## 1 Commented        199619636.
## 2 Did not comment    7529267.

nonprofit_resources %>% 
  filter(assets > 10) %>% 
  ggplot() + 
  aes(x = assets/1000, fill = Commented) + 
  geom_density(alpha = .5, color = NA) + 
  scale_x_log10() + 
  labs(title = "Nonprofits",
       fill = "", y = "", x = "Assets ($1,000s)")+
  theme(panel.grid.major.y = element_blank(),
        panel.grid.minor.y = element_blank(),
        axis.text.y = element_blank())

nonprofit_resources %>% 
  filter(assets > 10) %>% 
  ggplot() + 
  aes(x = assets/1000, fill = Commented) + 
  geom_histogram(alpha = .5, color = NA) + 
  scale_x_log10() + 
  labs(title = "Nonprofits",fill = "", x = "Assets ($1,000s)") + 
  facet_grid(Commented ~ ., scales = "free_y")+
  theme(panel.grid.major.y = element_blank(),
        panel.grid.minor.y = element_blank())


nonprofit_resources %>% 
  filter(revenue > 10) %>% 
  mutate(Commented = ifelse(commented, "Commented", "Did not comment")) %>%
  ggplot() + 
  aes(x = revenue/1000, fill = Commented) + 
  geom_histogram(alpha = .5, color = NA) + 
  scale_x_log10() + 
  labs(title = "Nonprofits",fill = "", x = "Revenue ($1,000s)")+ 
  facet_grid(Commented ~ ., scales = "free_y")+
  theme(panel.grid.major.y = element_blank(),
        panel.grid.minor.y = element_blank())

---

By Lobbying Spending

(OpenSecrets data)

opensecrets <- read_csv(here("data" , "merged_resources", 
"opensecrets_resources_JwVersion.csv") )


opensecrets %<>% 
  mutate(org_name = orgName %>% str_to_lower(),
         Commented = ifelse(
    org_name %in% orgs$best_match_name,
    "Commented", 
    "Did not comment"))

opensecrets %>% 
  group_by(Commented) %>% 
  summarise(mean_MeanContribAmount = mean(MeanContribAmount, na.rm = T),
            mean_MeanContribAmountPerYearContributed = mean(MeanContribAmountPerYearContributed, na.rm = T),
            MeanTotalContribAmount = mean(TotalContribAmount, na.rm = T))

## # A tibble: 2 × 4
##   Commented       mean_MeanContribAmount mean_MeanContribAmou… MeanTotalContrib…
##   <chr>                            <dbl>                 <dbl>             <dbl>
## 1 Commented                       86894.              1684948.          9931332.
## 2 Did not comment                 80070.              1813959.         10596395.

opensecrets %>% 
  #filter(assets > 10) %>% 
  ggplot() + 
  aes(x = MeanContribAmount/1000, fill = Commented) + 
  geom_density(alpha = .5, color = NA) + 
  scale_x_log10() + 
  labs(fill = "",  
       y = "",
       title = "Campaign Spending",
       x = "Mean Contribution
       ($1,000s, 2010-2017)")+
  theme(panel.grid.major.y = element_blank(),
        panel.grid.minor.y = element_blank(),
        axis.text.y = element_blank())

opensecrets %>% 
  #filter(assets > 10) %>% 
  ggplot() + 
  aes(x = MeanContribAmountPerYearContributed/1000, fill = Commented) + 
  geom_density(alpha = .5, color = NA) + 
  scale_x_log10() + 
  labs(title = "Campaign Spending",
       fill = "", 
       y = "",
       x = "Mean Contribution\n($1,000s, 2010-2017)")+
  theme(panel.grid.major.y = element_blank(),
        panel.grid.minor.y = element_blank(),
        axis.text.y = element_blank())

opensecrets %>% 
  #filter(assets > 10) %>% 
  ggplot() + 
  aes(x = TotalContribAmount/1000, fill = Commented) + 
  geom_density(alpha = .5, color = NA) + 
  scale_x_log10() + 
  labs(fill = "", 
       title = "Campaign Spending",
       y = "",
       x = "Total Contributions\n($1,000s, 2010-2017)")+
  theme(panel.grid.major.y = element_blank(),
        panel.grid.minor.y = element_blank(),
        axis.text.y = element_blank())

---

By Market Cap

(Computstat data)

compustat <- read_csv(here("data/merged_resources/compustat_resources.csv"))


compustat %<>% 
  mutate(org_name = conm %>% str_to_lower(),
         Commented = ifelse(
    org_name %in% orgs$best_match_name,
    "Commented", 
    "Did not comment")) %>% 
  mutate(marketcap2 = ifelse(str_detect(marketcap, "k"),
                             marketcap %>% str_remove("k") %>% as.numeric() * 1000,
                             marketcap),
         marketcap2 = ifelse(str_detect(marketcap, "M"),
                             marketcap %>% str_remove("M") %>% as.numeric() * 1000000,
                             marketcap2),
         marketcap2 = ifelse(str_detect(marketcap, "B"),
                             marketcap %>% str_remove("B") %>% as.numeric() * 1000000000,
                             marketcap2),
         marketcap2 = ifelse(str_detect(marketcap, "T"),
                             marketcap %>% str_remove("T") %>% as.numeric() * 1000000000000,
                             marketcap2),
         marketcap2 = marketcap2 %>% str_remove(",") %>%  as.numeric(marketcap2))

#compustat %>% filter(is.na(marketcap2), !is.na(marketcap)) %>% pull(marketcap)

compustat %>% 
  group_by(Commented) %>%
  #mutate(mean = mean(marketcap2/1000, na.rm = T)) %>% 
  #filter(assets > 10) %>% 
  ggplot() + 
  aes(x = marketcap2/1000, fill = Commented) + 
  labs(fill = "", 
       y = "",
       title = "Banks and Bank-like Entities",
       x = "Market Capitalization\n($1,000s)") + 
  geom_density(alpha = .5, color = NA) + 
  scale_x_log10() + 
  #geom_vline(aes(xintercept = mean)) +
  theme(panel.grid.major.y = element_blank(),
        panel.grid.minor.y = element_blank(),
        axis.text.y = element_blank())

Combine asset data with commenting behavior

nrow(d)

## [1] 16731

d %<>% left_join(opensecrets) %>% 
  left_join(nonprofit_resources) %>% 
  left_join(compustat %>% select(-index)) 

d %<>% distinct()

nrow(d)

## [1] 19066

d %<>% mutate(org_resources = 
                coalesce(org_resources,
                         MeanContribAmount,
                         assets,
                         marketcap2))

#d$org_resources

d %>% distinct(comment_url) %>% nrow()

## [1] 16643

Duplicates

(more than one match per comment URL)

Orgs in multiple states are one problem:

# duplicates
d %>% 
  add_count(comment_url, name = "n_per_url") %>% 
  ungroup() %>% 
  filter(n_per_url > 1) %>% distinct() %>% 
  arrange(comment_url) %>%
  kablebox()

docket_id	comment_agency	comment_org_name	comment_submitter_name	comment_url	CIK_name	CreditUnions_name	FDIC_Institutions_name	FFIECInstitutions_name	SEC_Institutions_name	compustat_resources_name	nonprofits_resources_name	opensecrets_resources_jwVersion_name	match_in_sample	is_likely_org	FDIC_Institutions-orgMatch:ASSET	FDIC_Institutions-orgMatch:STNAME	matches	org_name	org_type	org_resources	NonProfitTax_name	OpenSecretsOrgs_name	org_comment	Agency	Org_type	payday	index	orgName	parentName	parentID	angelowhatisthisvariable	MeanContribAmount	TotalContribAmount	NYearsContribute	MeanContribAmountPerYearContributed	MeanContribYear	Commented	state	sub_name	subseccd	assets	revenue	commented	n	gvkey	conm	tic	cusip	cik	sic	naics	year1	year2	marketcap	marketcap2	n_per_url
CFTC-2010-0154	CFTC	american petroleum institute	janice rayburn	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=26872	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	DC	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2010-0154	CFTC	american petroleum institute	janice rayburn	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=26872	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2010-0154	CFTC	american petroleum institute	janice rayburn	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=26872	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2011-0013	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=33773	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	DC	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2011-0013	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=33773	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2011-0013	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=33773	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2010-0196	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44649	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	DC	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2010-0196	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44649	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2010-0196	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44649	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2010-0178	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44650	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	DC	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2010-0178	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44650	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2010-0178	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44650	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2012-0058	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44655	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	DC	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2012-0058	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44655	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2012-0058	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44655	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2011-0049	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=47760	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	DC	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2011-0049	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=47760	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2011-0049	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=47760	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2011-0070	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=48071	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	DC	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2011-0070	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=48071	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2011-0070	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=48071	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2012-0019	CFTC	yale university	stephen roach	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57394	yale university	NA	NA	NA	NA	NA	NA	NA	TRUE	1	NA	NA	yale university-CIK;	yale university	CIK	128869.57	NA	NA	Likely Org	CFTC	Filed with SEC (CIK Data)	Other Rules	18299	Yale University	Yale University	D000022331	18769	128869.57	2964000	6	494000.0	2015.217	Did not comment	CT	YALE UNIVERSITY	3	27801734697	3488705694	TRUE	5	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	2
CFTC-2012-0019	CFTC	yale university	stephen roach	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57394	yale university	NA	NA	NA	NA	NA	NA	NA	TRUE	1	NA	NA	yale university-CIK;	yale university	CIK	128869.57	NA	NA	Likely Org	CFTC	Filed with SEC (CIK Data)	Other Rules	18299	Yale University	Yale University	D000022331	18769	128869.57	2964000	6	494000.0	2015.217	Did not comment	CT	YALE UNIVERSITY	3	4858646	2196781	TRUE	5	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	2
CFTC-2012-0019	CFTC	yale university	stephen roach	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57397	yale university	NA	NA	NA	NA	NA	NA	NA	TRUE	1	NA	NA	yale university-CIK;	yale university	CIK	128869.57	NA	NA	Likely Org	CFTC	Filed with SEC (CIK Data)	Other Rules	18299	Yale University	Yale University	D000022331	18769	128869.57	2964000	6	494000.0	2015.217	Did not comment	CT	YALE UNIVERSITY	3	27801734697	3488705694	TRUE	5	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	2
CFTC-2012-0019	CFTC	yale university	stephen roach	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57397	yale university	NA	NA	NA	NA	NA	NA	NA	TRUE	1	NA	NA	yale university-CIK;	yale university	CIK	128869.57	NA	NA	Likely Org	CFTC	Filed with SEC (CIK Data)	Other Rules	18299	Yale University	Yale University	D000022331	18769	128869.57	2964000	6	494000.0	2015.217	Did not comment	CT	YALE UNIVERSITY	3	4858646	2196781	TRUE	5	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	2
CFTC-2012-0019	CFTC	yale university	stephen roach	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57398	yale university	NA	NA	NA	NA	NA	NA	NA	TRUE	1	NA	NA	yale university-CIK;	yale university	CIK	128869.57	NA	NA	Likely Org	CFTC	Filed with SEC (CIK Data)	Other Rules	18299	Yale University	Yale University	D000022331	18769	128869.57	2964000	6	494000.0	2015.217	Did not comment	CT	YALE UNIVERSITY	3	27801734697	3488705694	TRUE	5	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	2
CFTC-2012-0019	CFTC	yale university	stephen roach	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57398	yale university	NA	NA	NA	NA	NA	NA	NA	TRUE	1	NA	NA	yale university-CIK;	yale university	CIK	128869.57	NA	NA	Likely Org	CFTC	Filed with SEC (CIK Data)	Other Rules	18299	Yale University	Yale University	D000022331	18769	128869.57	2964000	6	494000.0	2015.217	Did not comment	CT	YALE UNIVERSITY	3	4858646	2196781	TRUE	5	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	2
CFTC-2012-0019	CFTC	yale university	stephen roach	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57399	yale university	NA	NA	NA	NA	NA	NA	NA	TRUE	1	NA	NA	yale university-CIK;	yale university	CIK	128869.57	NA	NA	Likely Org	CFTC	Filed with SEC (CIK Data)	Other Rules	18299	Yale University	Yale University	D000022331	18769	128869.57	2964000	6	494000.0	2015.217	Did not comment	CT	YALE UNIVERSITY	3	27801734697	3488705694	TRUE	5	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	2
CFTC-2012-0019	CFTC	yale university	stephen roach	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57399	yale university	NA	NA	NA	NA	NA	NA	NA	TRUE	1	NA	NA	yale university-CIK;	yale university	CIK	128869.57	NA	NA	Likely Org	CFTC	Filed with SEC (CIK Data)	Other Rules	18299	Yale University	Yale University	D000022331	18769	128869.57	2964000	6	494000.0	2015.217	Did not comment	CT	YALE UNIVERSITY	3	4858646	2196781	TRUE	5	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	2
CFTC-2012-0102	CFTC	american petroleum institute	shane skelton	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=58868	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	DC	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2012-0102	CFTC	american petroleum institute	shane skelton	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=58868	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2012-0102	CFTC	american petroleum institute	shane skelton	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=58868	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2013-0107	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59694	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	DC	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2013-0107	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59694	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2013-0107	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59694	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2013-0107	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59944	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	DC	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2013-0107	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59944	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2013-0107	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59944	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2013-0107	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=60939	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	DC	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2013-0107	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=60939	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2013-0107	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=60939	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2016-0109	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=61116	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	DC	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2016-0109	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=61116	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2016-0109	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=61116	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	TX	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	CT	APPRAISAL INSTITUTE	6	118008	126407	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	NY	APPRAISAL INSTITUTE	6	100765	306067	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	FL	APPRAISAL INSTITUTE	6	270487	204391	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	CA	APPRAISAL INSTITUTE	6	140961	284715	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	PA	APPRAISAL INSTITUTE	6	69008	135519	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	GA	APPRAISAL INSTITUTE	6	318587	469087	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	FL	APPRAISAL INSTITUTE	6	4676	23180	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	TN	APPRAISAL INSTITUTE	6	56575	60271	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	CA	APPRAISAL INSTITUTE	6	127010	155754	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	TX	APPRAISAL INSTITUTE	6	57813	24819	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	TX	APPRAISAL INSTITUTE	6	336048	361437	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	WA	APPRAISAL INSTITUTE	6	59789	66138	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	NY	APPRAISAL INSTITUTE	6	41263	54886	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	IL	APPRAISAL INSTITUTE	6	621171	974954	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	MN	APPRAISAL INSTITUTE	6	134932	294827	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	MN	APPRAISAL INSTITUTE	6	138896	319680	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	MO	APPRAISAL INSTITUTE	6	40855	47507	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	KS	APPRAISAL INSTITUTE	6	60747	11571	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	MD	APPRAISAL INSTITUTE	6	96774	75553	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	MS	APPRAISAL INSTITUTE	6	NA	NA	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	GA	APPRAISAL INSTITUTE	6	87059	95392	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	KY	APPRAISAL INSTITUTE	6	57722	262565	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	WA	APPRAISAL INSTITUTE	6	112097	308607	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	NY	APPRAISAL INSTITUTE	6	50812	42453	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	NJ	APPRAISAL INSTITUTE	6	22069	47040	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	MA	APPRAISAL INSTITUTE	6	91654	175325	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	WI	APPRAISAL INSTITUTE	6	66888	78453	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	CO	APPRAISAL INSTITUTE	6	47947	52079	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	VA	APPRAISAL INSTITUTE	6	57157	91119	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	NJ	APPRAISAL INSTITUTE	6	NA	NA	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	AR	APPRAISAL INSTITUTE	6	36004	30644	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	FL	APPRAISAL INSTITUTE	4	200654	282692	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	SC	APPRAISAL INSTITUTE	6	NA	NA	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	TX	APPRAISAL INSTITUTE	6	28289	76943	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	CO	APPRAISAL INSTITUTE	6	157877	285685	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	NV	APPRAISAL INSTITUTE	6	NA	NA	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	NV	APPRAISAL INSTITUTE	6	23976	80188	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	AZ	APPRAISAL INSTITUTE	6	180329	134249	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	UT	APPRAISAL INSTITUTE	6	132973	146803	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	NJ	APPRAISAL INSTITUTE	6	104554	85280	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	NJ	APPRAISAL INSTITUTE	6	283281	299859	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	Indiana	APPRAISAL INSTITUTE	6	117005	251621	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	IA	APPRAISAL INSTITUTE	6	77757	37384	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	MD	APPRAISAL INSTITUTE	6	180477	148228	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	NE	APPRAISAL INSTITUTE	6	17061	35814	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	VA	APPRAISAL INSTITUTE	6	79812	56003	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	NC	APPRAISAL INSTITUTE	6	164797	297805	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	TN	APPRAISAL INSTITUTE	6	213000	210339	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	AZ	APPRAISAL INSTITUTE	6	NA	NA	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	CA	APPRAISAL INSTITUTE	6	393595	469138	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	Oregon	APPRAISAL INSTITUTE	6	166169	168635	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	HI	APPRAISAL INSTITUTE	6	76586	100549	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	IL	APPRAISAL INSTITUTE	6	NA	NA	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	NH	APPRAISAL INSTITUTE	6	NA	NA	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	PA	APPRAISAL INSTITUTE	6	24395	40040	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	NY	APPRAISAL INSTITUTE	6	NA	NA	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70

But we still have almost as many duplicates when we drop state, partially because assets vary for the same “org” registered in different states:

# duplicates after removing state
d %>% 
  select(-state) %>%
  add_count(comment_url, name = "n_per_url") %>% 
  ungroup() %>% 
  filter(n_per_url > 1) %>% distinct() %>% 
  arrange(comment_url) %>%
  kablebox()

docket_id	comment_agency	comment_org_name	comment_submitter_name	comment_url	CIK_name	CreditUnions_name	FDIC_Institutions_name	FFIECInstitutions_name	SEC_Institutions_name	compustat_resources_name	nonprofits_resources_name	opensecrets_resources_jwVersion_name	match_in_sample	is_likely_org	FDIC_Institutions-orgMatch:ASSET	FDIC_Institutions-orgMatch:STNAME	matches	org_name	org_type	org_resources	NonProfitTax_name	OpenSecretsOrgs_name	org_comment	Agency	Org_type	payday	index	orgName	parentName	parentID	angelowhatisthisvariable	MeanContribAmount	TotalContribAmount	NYearsContribute	MeanContribAmountPerYearContributed	MeanContribYear	Commented	sub_name	subseccd	assets	revenue	commented	n	gvkey	conm	tic	cusip	cik	sic	naics	year1	year2	marketcap	marketcap2	n_per_url
CFTC-2010-0154	CFTC	american petroleum institute	janice rayburn	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=26872	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2010-0154	CFTC	american petroleum institute	janice rayburn	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=26872	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2010-0154	CFTC	american petroleum institute	janice rayburn	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=26872	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2011-0013	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=33773	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2011-0013	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=33773	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2011-0013	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=33773	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2010-0196	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44649	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2010-0196	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44649	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2010-0196	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44649	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2010-0178	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44650	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2010-0178	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44650	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2010-0178	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44650	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2012-0058	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44655	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2012-0058	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44655	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2012-0058	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44655	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2011-0049	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=47760	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2011-0049	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=47760	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2011-0049	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=47760	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2011-0070	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=48071	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2011-0070	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=48071	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2011-0070	CFTC	american petroleum institute	brian knapp	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=48071	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2012-0019	CFTC	yale university	stephen roach	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57394	yale university	NA	NA	NA	NA	NA	NA	NA	TRUE	1	NA	NA	yale university-CIK;	yale university	CIK	128869.57	NA	NA	Likely Org	CFTC	Filed with SEC (CIK Data)	Other Rules	18299	Yale University	Yale University	D000022331	18769	128869.57	2964000	6	494000.0	2015.217	Did not comment	YALE UNIVERSITY	3	27801734697	3488705694	TRUE	5	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	2
CFTC-2012-0019	CFTC	yale university	stephen roach	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57394	yale university	NA	NA	NA	NA	NA	NA	NA	TRUE	1	NA	NA	yale university-CIK;	yale university	CIK	128869.57	NA	NA	Likely Org	CFTC	Filed with SEC (CIK Data)	Other Rules	18299	Yale University	Yale University	D000022331	18769	128869.57	2964000	6	494000.0	2015.217	Did not comment	YALE UNIVERSITY	3	4858646	2196781	TRUE	5	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	2
CFTC-2012-0019	CFTC	yale university	stephen roach	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57397	yale university	NA	NA	NA	NA	NA	NA	NA	TRUE	1	NA	NA	yale university-CIK;	yale university	CIK	128869.57	NA	NA	Likely Org	CFTC	Filed with SEC (CIK Data)	Other Rules	18299	Yale University	Yale University	D000022331	18769	128869.57	2964000	6	494000.0	2015.217	Did not comment	YALE UNIVERSITY	3	27801734697	3488705694	TRUE	5	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	2
CFTC-2012-0019	CFTC	yale university	stephen roach	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57397	yale university	NA	NA	NA	NA	NA	NA	NA	TRUE	1	NA	NA	yale university-CIK;	yale university	CIK	128869.57	NA	NA	Likely Org	CFTC	Filed with SEC (CIK Data)	Other Rules	18299	Yale University	Yale University	D000022331	18769	128869.57	2964000	6	494000.0	2015.217	Did not comment	YALE UNIVERSITY	3	4858646	2196781	TRUE	5	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	2
CFTC-2012-0019	CFTC	yale university	stephen roach	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57398	yale university	NA	NA	NA	NA	NA	NA	NA	TRUE	1	NA	NA	yale university-CIK;	yale university	CIK	128869.57	NA	NA	Likely Org	CFTC	Filed with SEC (CIK Data)	Other Rules	18299	Yale University	Yale University	D000022331	18769	128869.57	2964000	6	494000.0	2015.217	Did not comment	YALE UNIVERSITY	3	27801734697	3488705694	TRUE	5	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	2
CFTC-2012-0019	CFTC	yale university	stephen roach	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57398	yale university	NA	NA	NA	NA	NA	NA	NA	TRUE	1	NA	NA	yale university-CIK;	yale university	CIK	128869.57	NA	NA	Likely Org	CFTC	Filed with SEC (CIK Data)	Other Rules	18299	Yale University	Yale University	D000022331	18769	128869.57	2964000	6	494000.0	2015.217	Did not comment	YALE UNIVERSITY	3	4858646	2196781	TRUE	5	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	2
CFTC-2012-0019	CFTC	yale university	stephen roach	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57399	yale university	NA	NA	NA	NA	NA	NA	NA	TRUE	1	NA	NA	yale university-CIK;	yale university	CIK	128869.57	NA	NA	Likely Org	CFTC	Filed with SEC (CIK Data)	Other Rules	18299	Yale University	Yale University	D000022331	18769	128869.57	2964000	6	494000.0	2015.217	Did not comment	YALE UNIVERSITY	3	27801734697	3488705694	TRUE	5	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	2
CFTC-2012-0019	CFTC	yale university	stephen roach	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57399	yale university	NA	NA	NA	NA	NA	NA	NA	TRUE	1	NA	NA	yale university-CIK;	yale university	CIK	128869.57	NA	NA	Likely Org	CFTC	Filed with SEC (CIK Data)	Other Rules	18299	Yale University	Yale University	D000022331	18769	128869.57	2964000	6	494000.0	2015.217	Did not comment	YALE UNIVERSITY	3	4858646	2196781	TRUE	5	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	2
CFTC-2012-0102	CFTC	american petroleum institute	shane skelton	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=58868	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2012-0102	CFTC	american petroleum institute	shane skelton	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=58868	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2012-0102	CFTC	american petroleum institute	shane skelton	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=58868	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2013-0107	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59694	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2013-0107	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59694	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2013-0107	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59694	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2013-0107	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59944	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2013-0107	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59944	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2013-0107	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59944	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2013-0107	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=60939	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2013-0107	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=60939	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2013-0107	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=60939	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2016-0109	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=61116	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	128273933	215763439	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2016-0109	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=61116	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	15368	211534	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
CFTC-2016-0109	CFTC	american petroleum institute	stephen comstock	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=61116	NA	NA	NA	NA	NA	NA	american petroleum institute	NA	TRUE	1	NA	NA	american petroleum institute-Nonprofit;	american petroleum institute	Nonprofit	306857.95	american petroleum institute	NA	Likely Org	CFTC	Nonprofit (IRS Data)	Other Rules	880	American Petroleum Institute	American Petroleum Institute	D000031493	1235	306857.95	54007000	6	9001166.7	2015.102	Commented	AMERICAN PETROLEUM INSTITUTE	6	94288	77324	TRUE	19	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	3
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	118008	126407	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	100765	306067	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	270487	204391	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	140961	284715	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	69008	135519	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	318587	469087	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	4676	23180	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	56575	60271	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	127010	155754	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	57813	24819	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	336048	361437	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	59789	66138	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	41263	54886	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	621171	974954	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	134932	294827	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	138896	319680	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	40855	47507	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	60747	11571	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	96774	75553	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	NA	NA	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	87059	95392	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	57722	262565	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	112097	308607	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	50812	42453	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	22069	47040	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	91654	175325	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	66888	78453	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	47947	52079	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	57157	91119	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	36004	30644	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	4	200654	282692	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	28289	76943	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	157877	285685	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	23976	80188	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	180329	134249	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	132973	146803	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	104554	85280	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	283281	299859	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	117005	251621	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	77757	37384	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	180477	148228	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	17061	35814	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	79812	56003	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	164797	297805	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	213000	210339	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	393595	469138	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	166169	168635	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	76586	100549	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	24395	40040	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	57583	65717	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	82648	118531	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	121534	172371	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	118259	165723	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	52253	120248	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	185040	119546	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70
R-1394_V1	FRS	appraisal institute	edward c gray	https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf	NA	NA	NA	NA	NA	NA	appraisal institute	NA	TRUE	1	NA	NA	appraisal institute-Nonprofit;	appraisal institute	Nonprofit	30930.23	appraisal institute	NA	Likely Org	FRS	Nonprofit (IRS Data)	Other Rules	1158	Appraisal Institute	Appraisal Institute	D000024101	1612	30930.23	1330000	6	221666.7	2015.163	Commented	APPRAISAL INSTITUTE	6	70183	80666	TRUE	6	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	70

Save data

commenter_assets <- d

save(commenter_assets, file = here::here("data", "commenter_assets.Rdata"))

Comments per rule

# comments 
# of the matched sample 
# 90% of credit union comments, half of nonprofits, and 75% campaig
d %>% 
    add_count(org_type, name = "dataset total") %>% 
  filter(comment_agency == "CFPB") %>% 
  mutate(docket_id = comment_url %>% str_extract("CFPB-[0-9]*-[0-9]*")) %>% 
  count(org_type, docket_id, `dataset total`, sort = T) %>%
  kablebox()

org_type	docket_id	dataset total	n
OpenSecrets	CFPB-2016-0025	4070	2788
Credit Union	CFPB-2016-0025	2289	2140
Nonprofit	CFPB-2016-0025	7902	1092
CIK	CFPB-2012-0028	3538	354
Nonprofit	CFPB-2012-0028	7902	304
CIK	CFPB-2016-0025	3538	194
CIK	CFPB-2013-0002	3538	185
Nonprofit	CFPB-2012-0031	7902	162
CIK	CFPB-2012-0037	3538	156
Nonprofit	CFPB-2014-0019	7902	147
Nonprofit	CFPB-2013-0018	7902	139
FDIC	CFPB-2016-0025	1267	121
OpenSecrets	CFPB-2012-0028	4070	95
Nonprofit	CFPB-2012-0032	7902	91
Nonprofit	CFPB-2013-0002	7902	88
Nonprofit	CFPB-2019-0022	7902	88
Nonprofit	CFPB-2011-0008	7902	83
Nonprofit	CFPB-2012-0037	7902	83
FDIC	CFPB-2012-0028	1267	78
Nonprofit	CFPB-2016-0020	7902	66
FDIC	CFPB-2013-0002	1267	65
FDIC	CFPB-2019-0021	1267	56
Nonprofit	CFPB-2013-0033	7902	56
Nonprofit	CFPB-2014-0033	7902	51
Nonprofit	CFPB-2012-0033	7902	50
FDIC	CFPB-2014-0019	1267	49
Nonprofit	CFPB-2012-0029	7902	47
CIK	CFPB-2011-0008	3538	46
Nonprofit	CFPB-2012-0034	7902	44
Nonprofit	CFPB-2015-0029	7902	44
CIK	CFPB-2013-0018	3538	40
CIK	CFPB-2016-0038	3538	39
Nonprofit	CFPB-2011-0002	7902	36
Nonprofit	CFPB-2016-0038	7902	34
Nonprofit	CFPB-2012-0022	7902	33
Nonprofit	CFPB-2014-0009	7902	33
CIK	CFPB-2012-0029	3538	31
Nonprofit	CFPB-2019-0021	7902	31
CIK	CFPB-2014-0019	3538	28
Nonprofit	CFPB-2011-0009	7902	26
Nonprofit	CFPB-2012-0050	7902	26
Nonprofit	CFPB-2014-0010	7902	26
CIK	CFPB-2012-0022	3538	23
Nonprofit	CFPB-2012-0005	7902	23
Nonprofit	CFPB-2013-0010	7902	23
FDIC	CFPB-2012-0029	1267	21
Nonprofit	CFPB-2013-0013	7902	21
OpenSecrets	CFPB-2016-0020	4070	21
Nonprofit	CFPB-2015-0004	7902	19
CIK	CFPB-2015-0029	3538	18
CIK	CFPB-2019-0022	3538	17
Credit Union	CFPB-2012-0028	2289	17
CIK	CFPB-2016-0020	3538	16
FDIC	CFPB-2012-0033	1267	16
FDIC	CFPB-2011-0008	1267	15
Nonprofit	CFPB-2013-0031	7902	15
CIK	CFPB-2012-0033	3538	14
FDIC	CFPB-2011-0009	1267	14
CIK	CFPB-2012-0050	3538	13
FDIC	CFPB-2012-0037	1267	13
OpenSecrets	CFPB-2013-0002	4070	13
CIK	CFPB-2012-0034	3538	12
Nonprofit	CFPB-2013-0020	7902	12
Nonprofit	CFPB-2014-0008	7902	12
Nonprofit	CFPB-2017-0018	7902	12
Nonprofit	CFPB-2017-0021	7902	12
CIK	CFPB-2013-0033	3538	11
FDIC	CFPB-2013-0018	1267	11
FDIC	CFPB-2014-0010	1267	11
FDIC	CFPB-2015-0029	1267	11
CIK	CFPB-2011-0002	3538	10
CIK	CFPB-2017-0018	3538	10
FDIC	CFPB-2016-0038	1267	10
Nonprofit	CFPB-2012-0021	7902	10
OpenSecrets	CFPB-2013-0033	4070	10
FDIC	CFPB-2012-0050	1267	9
FDIC	CFPB-2014-0033	1267	9
Nonprofit	CFPB-2014-0024	7902	9
OpenSecrets	CFPB-2011-0008	4070	9
CIK	CFPB-2011-0009	3538	8
CIK	CFPB-2013-0013	3538	8
CIK	CFPB-2014-0033	3538	8
FDIC	CFPB-2013-0013	1267	8
Nonprofit	CFPB-2012-0010	7902	8
Nonprofit	CFPB-2013-0029	7902	8
Nonprofit	CFPB-2014-0006	7902	8
OpenSecrets	CFPB-2012-0037	4070	8
OpenSecrets	CFPB-2016-0038	4070	8
CIK	CFPB-2014-0028	3538	7
Credit Union	CFPB-2013-0013	2289	7
FDIC	CFPB-2012-0034	1267	7
Nonprofit	CFPB-2013-0005	7902	7
OpenSecrets	CFPB-2011-0002	4070	7
OpenSecrets	CFPB-2012-0005	4070	7
OpenSecrets	CFPB-2014-0019	4070	7
OpenSecrets	CFPB-2014-0033	4070	7
CIK	CFPB-2014-0010	3538	6
Credit Union	CFPB-2012-0050	2289	6
Credit Union	CFPB-2014-0010	2289	6
Credit Union	CFPB-2015-0029	2289	6

# orgs (15% of nonprifits on payday loan rule, 30% of opensecrets)
d %>% 
  filter(comment_agency == "CFPB") %>% 
  mutate(docket_id = comment_url %>% str_extract("CFPB-[0-9]*-[0-9]*")) %>% 
  distinct(org_name, docket_id, org_type) %>% 
  add_count(org_type, name = "dataset total") %>% 
  count(org_type, docket_id, `dataset total`, sort = T) %>%
  kablebox()

org_type	docket_id	dataset total	n
Nonprofit	CFPB-2016-0025	1784	370
Nonprofit	CFPB-2012-0028	1784	167
CIK	CFPB-2012-0028	754	142
CIK	CFPB-2013-0002	754	107
CIK	CFPB-2012-0037	754	96
Nonprofit	CFPB-2013-0002	1784	79
OpenSecrets	CFPB-2016-0025	262	77
Nonprofit	CFPB-2014-0019	1784	76
Nonprofit	CFPB-2019-0022	1784	73
Nonprofit	CFPB-2012-0037	1784	72
CIK	CFPB-2016-0025	754	65
Nonprofit	CFPB-2011-0008	1784	64
Nonprofit	CFPB-2016-0020	1784	62
FDIC	CFPB-2012-0028	410	61
Nonprofit	CFPB-2013-0033	1784	55
Nonprofit	CFPB-2013-0018	1784	49
FDIC	CFPB-2013-0002	410	47
Nonprofit	CFPB-2012-0033	1784	44
Nonprofit	CFPB-2015-0029	1784	43
FDIC	CFPB-2014-0019	410	42
Nonprofit	CFPB-2012-0034	1784	41
CIK	CFPB-2011-0008	754	40
Nonprofit	CFPB-2012-0029	1784	38
FDIC	CFPB-2019-0021	410	36
Nonprofit	CFPB-2011-0002	1784	36
Nonprofit	CFPB-2014-0033	1784	34
CIK	CFPB-2013-0018	754	33
Nonprofit	CFPB-2016-0038	1784	33
FDIC	CFPB-2016-0025	410	32
Nonprofit	CFPB-2012-0022	1784	30
OpenSecrets	CFPB-2012-0028	262	30
Nonprofit	CFPB-2019-0021	1784	28
Credit Union	CFPB-2016-0025	110	26
Nonprofit	CFPB-2014-0009	1784	24
Nonprofit	CFPB-2014-0010	1784	24
CIK	CFPB-2014-0019	754	23
CIK	CFPB-2016-0038	754	23
Nonprofit	CFPB-2012-0005	1784	21
Nonprofit	CFPB-2012-0050	1784	21
Nonprofit	CFPB-2013-0013	1784	21
Nonprofit	CFPB-2011-0009	1784	20
Nonprofit	CFPB-2012-0032	1784	20
Nonprofit	CFPB-2013-0010	1784	20
FDIC	CFPB-2012-0029	410	19
CIK	CFPB-2015-0029	754	18
Nonprofit	CFPB-2012-0031	1784	18
Nonprofit	CFPB-2015-0004	1784	18
OpenSecrets	CFPB-2016-0020	262	17
CIK	CFPB-2012-0022	754	16
FDIC	CFPB-2012-0033	410	15
CIK	CFPB-2012-0033	754	14
Credit Union	CFPB-2012-0028	110	14
CIK	CFPB-2016-0020	754	13
CIK	CFPB-2019-0022	754	13
FDIC	CFPB-2012-0037	410	13
CIK	CFPB-2012-0029	754	12
CIK	CFPB-2012-0034	754	12
FDIC	CFPB-2011-0008	410	12
Nonprofit	CFPB-2013-0020	1784	12
Nonprofit	CFPB-2017-0021	1784	12
CIK	CFPB-2013-0033	754	11
FDIC	CFPB-2011-0009	410	11
FDIC	CFPB-2015-0029	410	11
Nonprofit	CFPB-2014-0008	1784	11
CIK	CFPB-2011-0002	754	10
FDIC	CFPB-2013-0018	410	10
FDIC	CFPB-2014-0010	410	10
FDIC	CFPB-2016-0038	410	10
Nonprofit	CFPB-2012-0021	1784	10
Nonprofit	CFPB-2013-0031	1784	10
OpenSecrets	CFPB-2013-0002	262	10
OpenSecrets	CFPB-2013-0033	262	10
CIK	CFPB-2012-0050	754	9
Nonprofit	CFPB-2014-0024	1784	9
CIK	CFPB-2013-0013	754	8
Nonprofit	CFPB-2012-0010	1784	8
Nonprofit	CFPB-2014-0006	1784	8
Nonprofit	CFPB-2017-0018	1784	8
OpenSecrets	CFPB-2011-0008	262	8
OpenSecrets	CFPB-2012-0037	262	8
CIK	CFPB-2014-0033	754	7
Credit Union	CFPB-2013-0013	110	7
FDIC	CFPB-2012-0034	410	7
FDIC	CFPB-2012-0050	410	7
Nonprofit	CFPB-2013-0005	1784	7
Nonprofit	CFPB-2013-0029	1784	7
OpenSecrets	CFPB-2011-0002	262	7
OpenSecrets	CFPB-2012-0005	262	7
OpenSecrets	CFPB-2014-0019	262	7
CIK	CFPB-2011-0009	754	6
CIK	CFPB-2014-0010	754	6
Credit Union	CFPB-2012-0050	110	6
Credit Union	CFPB-2014-0010	110	6
Credit Union	CFPB-2015-0029	110	6
Nonprofit	CFPB-2014-0028	1784	6
OpenSecrets	CFPB-2016-0038	262	6
CIK	CFPB-2013-0010	754	5
CIK	CFPB-2014-0008	754	5
CIK	CFPB-2014-0009	754	5
CIK	CFPB-2019-0021	754	5

# 
d %>% 
  filter(comment_agency == "CFPB") %>% 
  mutate(docket_id = comment_url %>% str_extract("CFPB-[0-9]*-[0-9]*")) %>% 
  count(org_name, org_type, docket_id, sort = T) %>% kablebox()

org_name	org_type	docket_id	n
advance financial	Credit Union	CFPB-2016-0025	1966
axcess financial services	OpenSecrets	CFPB-2016-0025	1928
cash express	OpenSecrets	CFPB-2016-0025	536
peoples action institute	Nonprofit	CFPB-2016-0025	205
fellowship baptist church	Credit Union	CFPB-2016-0025	142
appraisal institute	Nonprofit	CFPB-2012-0031	140
amscot financial	OpenSecrets	CFPB-2016-0025	110
virginia organizing	Nonprofit	CFPB-2016-0025	102
check cash	CIK	CFPB-2016-0025	79
appraisal institute	Nonprofit	CFPB-2012-0028	70
appraisal institute	Nonprofit	CFPB-2012-0032	70
appraisal institute	Nonprofit	CFPB-2013-0018	70
appraisal institute	Nonprofit	CFPB-2014-0019	70
maryland consumer rights coalition	Nonprofit	CFPB-2016-0025	51
united action	Nonprofit	CFPB-2016-0025	47
council la raza	Nonprofit	CFPB-2016-0025	43
choice financial	FDIC	CFPB-2016-0025	40
illinois peoples action	Nonprofit	CFPB-2016-0025	36
alliance consumer protection beaver	Nonprofit	CFPB-2016-0025	34
north american title	CIK	CFPB-2012-0028	31
united michigan	FDIC	CFPB-2016-0025	30
citizen action new jersey	Nonprofit	CFPB-2016-0025	29
c2 financial	CIK	CFPB-2012-0037	27
c2 financial	CIK	CFPB-2013-0002	27
virginia organizing project	Nonprofit	CFPB-2016-0025	25
az highland lakes	CIK	CFPB-2012-0028	20
land title guarantee	OpenSecrets	CFPB-2012-0028	20
mi financial	CIK	CFPB-2012-0028	20
mississippi senate	OpenSecrets	CFPB-2016-0025	18
south carolina house representatives	OpenSecrets	CFPB-2016-0025	18
southwest center economic integrity	Nonprofit	CFPB-2016-0025	18
first american title insurance	OpenSecrets	CFPB-2012-0028	17
mi financial	CIK	CFPB-2012-0029	17
wispirg foundation	Nonprofit	CFPB-2016-0025	17
diversified mortgage workout	CIK	CFPB-2012-0037	14
meridian title escrow	CIK	CFPB-2012-0028	14
peoples action	Nonprofit	CFPB-2016-0025	14
coldwell banker	CIK	CFPB-2016-0038	13
lsi title	CIK	CFPB-2012-0028	12
texas land title	Nonprofit	CFPB-2012-0028	12
1st advantage bancshares	CIK	CFPB-2013-0002	11
central alabama title center	CIK	CFPB-2012-0028	11
consumer mortgage coalition	Nonprofit	CFPB-2014-0033	11
independent finance institute	Nonprofit	CFPB-2016-0025	11
mississippi house representatives	OpenSecrets	CFPB-2016-0025	11
oklahoma house representatives	OpenSecrets	CFPB-2016-0025	11
old republic international	CIK	CFPB-2012-0028	11
attorneys title guaranty	OpenSecrets	CFPB-2012-0028	10
b r d industries	CIK	CFPB-2016-0025	10
c2 financial	CIK	CFPB-2012-0028	10
lenders service title	CIK	CFPB-2012-0028	10
new economy project	CIK	CFPB-2016-0025	10
oregon food	Nonprofit	CFPB-2016-0025	9
southern homes title closing services	CIK	CFPB-2012-0028	9
texas appleseed	Nonprofit	CFPB-2016-0025	9
aca international	Nonprofit	CFPB-2019-0022	8
american financial	FDIC	CFPB-2016-0025	8
financial services	FDIC	CFPB-2016-0025	8
gulf coast chapter electri cal contractors assoc	Nonprofit	CFPB-2013-0018	8
peoples financial realty mortgage securities 20061	CIK	CFPB-2017-0018	8
king financial services	CIK	CFPB-2013-0002	7
premier capital lending	CIK	CFPB-2012-0022	7
senate virginia	OpenSecrets	CFPB-2016-0025	7
sierra nevada health plan	Nonprofit	CFPB-2016-0025	7
title security	OpenSecrets	CFPB-2012-0028	7
troon management	CIK	CFPB-2012-0028	7
advantage title insurance	CIK	CFPB-2012-0028	6
bankfirst financial services	FDIC	CFPB-2013-0002	6
california mortgage professionals	Nonprofit	CFPB-2013-0018	6
campaign fix debt	OpenSecrets	CFPB-2016-0025	6
central ohio land title underwriters	Nonprofit	CFPB-2012-0028	6
clarity health services	CIK	CFPB-2016-0025	6
cross plains	FDIC	CFPB-2019-0021	6
first liberty	FDIC	CFPB-2014-0019	6
florida house representatives	OpenSecrets	CFPB-2016-0025	6
illinois senate	OpenSecrets	CFPB-2016-0025	6
keller williams realty	OpenSecrets	CFPB-2012-0028	6
southern pine credit	Nonprofit	CFPB-2016-0025	6
buena vista bancorp	CIK	CFPB-2012-0037	5
california land title	Nonprofit	CFPB-2012-0028	5
california senate	OpenSecrets	CFPB-2016-0025	5
cash dash	CIK	CFPB-2016-0025	5
cash til payday	CIK	CFPB-2016-0025	5
center responsible lending	Nonprofit	CFPB-2011-0008	5
center responsible lending	Nonprofit	CFPB-2016-0025	5
central savings loan	FDIC	CFPB-2016-0025	5
check n go	OpenSecrets	CFPB-2016-0025	5
chicago title	CIK	CFPB-2012-0028	5
compliance systems	CIK	CFPB-2014-0028	5
consumer mortgage coalition	Nonprofit	CFPB-2013-0031	5
first southeast	FDIC	CFPB-2019-0021	5
first winnsboro	FDIC	CFPB-2012-0028	5
independent insurance agents indiana	Nonprofit	CFPB-2012-0028	5
installment lenders	Nonprofit	CFPB-2016-0025	5
lllp bear creek lending 2012	CIK	CFPB-2016-0025	5
meridian title escrow	CIK	CFPB-2016-0038	5
prestige abstract title	CIK	CFPB-2012-0028	5
reinvestment partners	Nonprofit	CFPB-2016-0025	5
security savings	FDIC	CFPB-2019-0021	5
serenity house memphis tennessee	Nonprofit	CFPB-2016-0025	5

Sophistication

Fixing comment urls to merge data

load(here("data", "bluebook.Rdata"))
load(here("data", "tech_iterations.RData"))

technical_terms %<>% mutate(comment_url = doc_id)

# names(bluebook)
# bluebook %>% count(comment_url, sort = T)

d %>% #filter(Agency != "CFPB") %>%
  group_by(Agency) %>% 
  slice_head(n = 1) %>%
  select(comment_url) %>% kablebox()

Agency	comment_url
CFPB	https://www.regulations.gov/document?D=CFPB-2020-0010-0025
CFTC	https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=61025
FRS	https://www.federalreserve.gov/SECRS/2011/March/20110323/R-1405/R-1405_032111_69225_566872695899_1.pdf
NCUA	https://www.ncua.gov/files/comment-letters/2013/CL20131204Smith.pdf
SEC	https://www.sec.gov/comments/s7-08-13/s70813-54.pdf

fix_url <- . %>%
  mutate(
  comment_url = gsub(pattern = "https:/www.sec.gov", 
                     replacement = "https://www.sec.gov", 
                     x = comment_url),
  comment_url = gsub(pattern = "S7-", 
                   replacement = "s7-", 
                   x = comment_url),
  # Federal Reserve Fix
  comment_url = gsub(pattern = "https:\\/\\/www\\.federalreserve\\.gov\\/SECRS\\/\\d{4}\\/\\w+/\\d{1,}/", 
                   replacement = "",
                   x = comment_url)
  )


d %<>% fix_url()

bluebook %<>% fix_url()

technical_terms %<>% fix_url()

bluebook %>% kablebox()

comment_url	US_Code	Supreme_Court_Cases	Appeals_and_District_Court_Cases	Code_of_Federal_Regulations	Federal_Register_Total	Total_Legal_Citations
R-1412/R-1412_051911_71611_497486905412_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-146546	0	0	0	0	0	0
https://www.sec.gov/comments/s7-08-10/s70810-119.pdf	1	0	0	0	1	2
https://www.regulations.gov/document?D=CFPB-2016-0025-199784	0	0	0	2	0	2
https://www.regulations.gov/document?D=CFPB-2016-0025-199782	0	0	0	1	0	1
R-1412/R-1412_041711_69442_354673619135_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199577	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-158285	0	0	0	0	0	0
R-1412/R-1412_051911_71612_506496708236_1.pdf	1	0	0	3	0	4
https://www.regulations.gov/document?D=CFPB-2016-0025-199578	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-191003	0	0	0	0	0	0
R-1412/R-1412_051911_70997_425561922284_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199579	0	0	0	1	0	1
https://www.regulations.gov/document?D=CFPB-2016-0025-198999	0	0	0	0	0	0
R-1412/R-1412_052311_73337_478587946172_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199580	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199783	0	0	0	1	0	1
R-1412/R-1412_041911_69463_557509371194_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199581	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199792	0	0	0	0	0	0
R-1412/R-1412_050411_69610_431829601616_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199582	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199791	0	0	0	1	0	1
R-1412/R-1412_050911_69634_363947766692_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199583	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199794	0	0	0	0	0	0
R-1412/R-1412_051911_72790_547401781496_1.pdf	0	0	0	0	1	1
https://www.regulations.gov/document?D=CFPB-2016-0025-199584	0	0	0	0	0	0
R-1412/R-1412_051911_71029_425829269456_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199585	0	0	0	1	0	1
R-1412/R-1412_051811_69738_294003495848_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199586	0	0	0	0	0	0
R-1411/R-1411_060111_80839_530391608948_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199587	0	0	0	0	0	0
R-1411/R-1411_080211_87594_449251562158_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199589	0	0	0	0	0	0
R-1411/R-1411_080911_87635_582360078498_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199588	0	0	0	0	0	0
R-1411/R-1411_073111_84851_413333067817_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199590	0	0	0	0	0	0
R-1411/R-1411_062411_81720_359996270765_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199591	0	0	0	1	0	1
R-1411/R-1411_071111_81832_458364452281_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199592	0	0	0	0	0	0
R-1411/R-1411_102913_111464_309528623916_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199593	0	0	0	0	0	0
R-1411/R-1411_111813_111630_580442216895_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199594	0	0	0	0	0	0
R-1411/R-1411_103013_111526_347821319429_1.pdf	0	0	0	0	1	1
https://www.regulations.gov/document?D=CFPB-2016-0025-199595	0	0	0	0	0	0
R-1411/R-1411_060911_81224_521506409071_1.pdf	0	0	0	1	38	39
https://www.regulations.gov/document?D=CFPB-2016-0025-199596	0	0	0	0	0	0
R-1411/R-1411_041411_69374_393905264058_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199597	0	0	0	1	0	1
R-1411/R-1411_062411_81710_602644960469_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199598	0	0	0	0	0	0
R-1411/R-1411_072911_84834_375986422550_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199599	0	0	0	0	0	0
R-1411/R-1411_060811_81212_316238468756_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199600	0	0	0	0	0	0
R-1411/R-1411_072911_84822_375985016291_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199601	0	0	0	0	0	0
R-1411/R-1411_080111_86567_383835049745_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199602	0	0	0	0	0	0
R-1411/R-1411_061311_81289_314747763031_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199603	0	0	0	0	0	0
R-1411/R-1411_103013_111504_377906975622_1.pdf	3	0	0	3	0	6
https://www.regulations.gov/document?D=CFPB-2016-0025-199604	1	0	0	0	0	1
R-1411/R-1411_072711_84718_471267270368_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199605	0	0	0	0	0	0
R-1411/R-1411_111813_111644_580445810852_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199606	0	0	0	0	0	0
R-1411/R-1411_080111_84924_417744173012_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199607	0	0	0	1	0	1
R-1411/R-1411_012512_88685_453607889242_1.pdf	1	0	0	0	1	2
https://www.regulations.gov/document?D=CFPB-2016-0025-199608	0	0	0	0	0	0
R-1411/R-1411_080111_87580_417746204275_1.pdf	3	0	0	0	4	7
https://www.regulations.gov/document?D=CFPB-2016-0025-199609	0	0	0	0	0	0
R-1411/R-1411_102313_111431_581214636517_1.pdf	0	0	0	0	1	1
https://www.regulations.gov/document?D=CFPB-2016-0025-199610	0	0	0	0	0	0
R-1411/R-1411_103013_111525_347816787947_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199612	0	0	0	0	0	0
R-1411/R-1411_060411_81016_222259562180_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199611	0	0	0	1	0	1
R-1411/R-1411_111411_88532_354974179273_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199613	0	0	0	0	0	0
R-1411/R-1411_072211_84160_542286677571_1.pdf	3	0	0	3	1	7
https://www.regulations.gov/document?D=CFPB-2016-0025-199614	0	0	0	0	0	0
R-1411/R-1411_103013_111561_566103621638_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199615	0	0	0	0	0	0
R-1411/R-1411_062811_81513_507128489195_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199616	0	0	0	0	0	0
R-1411/R-1411_080111_84906_556172232627_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199617	0	0	0	0	0	0
R-1411/R-1411_061011_81235_324869405767_1.pdf	0	0	0	0	0	0
https://www.regulations.gov/document?D=CFPB-2016-0025-199618	0	0	0	0	0	0
R-1411/R-1411_102913_111475_309527373852_1.pdf	1	0	0	0	0	1
https://www.regulations.gov/document?D=CFPB-2016-0025-199619	0	0	0	0	0	0
R-1411/R-1411_072911_84860_350364647632_1.pdf	3	0	0	0	0	3
https://www.regulations.gov/document?D=CFPB-2016-0025-199620	0	0	0	1	0	1

technical_terms %>% kablebox()

doc_id	uk_law	banking	us_law	overlap	dictionary_terms	comment_url
R-1412/R-1412_051911_71611_497486905412_1.pdf	65	94	265	66	293	R-1412/R-1412_051911_71611_497486905412_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-146546	4254	5001	13423	3506	14918	https://www.regulations.gov/document?D=CFPB-2016-0025-146546
https:/www.sec.gov/comments/S7-08-10/s70810-119.pdf	4627	6509	14527	5037	15999	https://www.sec.gov/comments/s7-08-10/s70810-119.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199784	6705	1918	15310	353	16875	https://www.regulations.gov/document?D=CFPB-2016-0025-199784
https://www.regulations.gov/document?D=CFPB-2016-0025-199782	10841	5212	28265	2230	31247	https://www.regulations.gov/document?D=CFPB-2016-0025-199782
R-1412/R-1412_041711_69442_354673619135_1.pdf	8	15	30	12	33	R-1412/R-1412_041711_69442_354673619135_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199577	1308	475	3599	154	3920	https://www.regulations.gov/document?D=CFPB-2016-0025-199577
https://www.regulations.gov/document?D=CFPB-2016-0025-158285	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2016-0025-158285
R-1412/R-1412_051911_71612_506496708236_1.pdf	62	94	264	57	301	R-1412/R-1412_051911_71612_506496708236_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199578	1272	371	3431	103	3699	https://www.regulations.gov/document?D=CFPB-2016-0025-199578
https://www.regulations.gov/document?D=CFPB-2016-0025-191003	1077	1281	2444	1005	2720	https://www.regulations.gov/document?D=CFPB-2016-0025-191003
R-1412/R-1412_051911_70997_425561922284_1.pdf	104	216	681	156	741	R-1412/R-1412_051911_70997_425561922284_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199579	1198	365	3266	106	3525	https://www.regulations.gov/document?D=CFPB-2016-0025-199579
https://www.regulations.gov/document?D=CFPB-2016-0025-198999	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2016-0025-198999
R-1412/R-1412_052311_73337_478587946172_1.pdf	33	44	117	24	137	R-1412/R-1412_052311_73337_478587946172_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199580	1372	561	3820	199	4182	https://www.regulations.gov/document?D=CFPB-2016-0025-199580
https://www.regulations.gov/document?D=CFPB-2016-0025-199783	2819	1219	5608	145	6682	https://www.regulations.gov/document?D=CFPB-2016-0025-199783
R-1412/R-1412_041911_69463_557509371194_1.pdf	14	21	58	21	58	R-1412/R-1412_041911_69463_557509371194_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199581	1265	400	3406	115	3691	https://www.regulations.gov/document?D=CFPB-2016-0025-199581
https://www.regulations.gov/document?D=CFPB-2016-0025-199792	7216	6988	20683	4815	22856	https://www.regulations.gov/document?D=CFPB-2016-0025-199792
R-1412/R-1412_050411_69610_431829601616_1.pdf	65	69	148	46	171	R-1412/R-1412_050411_69610_431829601616_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199582	1260	428	3514	169	3773	https://www.regulations.gov/document?D=CFPB-2016-0025-199582
https://www.regulations.gov/document?D=CFPB-2016-0025-199791	8582	7540	24520	5119	26941	https://www.regulations.gov/document?D=CFPB-2016-0025-199791
R-1412/R-1412_050911_69634_363947766692_1.pdf	27	45	144	32	157	R-1412/R-1412_050911_69634_363947766692_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199583	1702	851	4838	448	5241	https://www.regulations.gov/document?D=CFPB-2016-0025-199583
https://www.regulations.gov/document?D=CFPB-2016-0025-199794	7953	7561	22014	5240	24335	https://www.regulations.gov/document?D=CFPB-2016-0025-199794
R-1412/R-1412_051911_72790_547401781496_1.pdf	52	76	241	62	255	R-1412/R-1412_051911_72790_547401781496_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199584	1750	877	4923	419	5381	https://www.regulations.gov/document?D=CFPB-2016-0025-199584
R-1412/R-1412_051911_71029_425829269456_1.pdf	41	63	195	37	221	R-1412/R-1412_051911_71029_425829269456_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199585	2073	1151	5240	485	5906	https://www.regulations.gov/document?D=CFPB-2016-0025-199585
R-1412/R-1412_051811_69738_294003495848_1.pdf	245	266	1110	181	1195	R-1412/R-1412_051811_69738_294003495848_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199586	1766	787	4020	220	4587	https://www.regulations.gov/document?D=CFPB-2016-0025-199586
R-1411/R-1411_060111_80839_530391608948_1.pdf	34	39	103	35	107	R-1411/R-1411_060111_80839_530391608948_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199587	1246	375	3314	121	3568	https://www.regulations.gov/document?D=CFPB-2016-0025-199587
R-1411/R-1411_080211_87594_449251562158_1.pdf	18	18	59	16	61	R-1411/R-1411_080211_87594_449251562158_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199589	1235	369	3460	120	3709	https://www.regulations.gov/document?D=CFPB-2016-0025-199589
R-1411/R-1411_080911_87635_582360078498_1.pdf	55	67	173	58	182	R-1411/R-1411_080911_87635_582360078498_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199588	1305	409	3497	132	3774	https://www.regulations.gov/document?D=CFPB-2016-0025-199588
R-1411/R-1411_073111_84851_413333067817_1.pdf	11	8	27	10	25	R-1411/R-1411_073111_84851_413333067817_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199590	1266	368	3334	116	3586	https://www.regulations.gov/document?D=CFPB-2016-0025-199590
R-1411/R-1411_062411_81720_359996270765_1.pdf	42	43	105	30	118	R-1411/R-1411_062411_81720_359996270765_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199591	1282	398	3454	129	3723	https://www.regulations.gov/document?D=CFPB-2016-0025-199591
R-1411/R-1411_071111_81832_458364452281_1.pdf	92	110	370	92	388	R-1411/R-1411_071111_81832_458364452281_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199592	1335	414	3573	155	3832	https://www.regulations.gov/document?D=CFPB-2016-0025-199592
R-1411/R-1411_102913_111464_309528623916_1.pdf	314	442	1132	351	1223	R-1411/R-1411_102913_111464_309528623916_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199593	1046	356	2759	101	3014	https://www.regulations.gov/document?D=CFPB-2016-0025-199593
R-1411/R-1411_111813_111630_580442216895_1.pdf	83	97	295	86	306	R-1411/R-1411_111813_111630_580442216895_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199594	1140	387	3088	121	3354	https://www.regulations.gov/document?D=CFPB-2016-0025-199594
R-1411/R-1411_103013_111526_347821319429_1.pdf	343	351	1083	282	1152	R-1411/R-1411_103013_111526_347821319429_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199595	1199	391	3342	121	3612	https://www.regulations.gov/document?D=CFPB-2016-0025-199595
R-1411/R-1411_060911_81224_521506409071_1.pdf	4648	6686	15202	5780	16108	R-1411/R-1411_060911_81224_521506409071_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199596	1259	427	3449	130	3746	https://www.regulations.gov/document?D=CFPB-2016-0025-199596
R-1411/R-1411_041411_69374_393905264058_1.pdf	78	95	244	75	264	R-1411/R-1411_041411_69374_393905264058_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199597	1273	397	3410	130	3677	https://www.regulations.gov/document?D=CFPB-2016-0025-199597
R-1411/R-1411_062411_81710_602644960469_1.pdf	59	75	213	62	226	R-1411/R-1411_062411_81710_602644960469_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199598	1278	503	3584	145	3942	https://www.regulations.gov/document?D=CFPB-2016-0025-199598
R-1411/R-1411_072911_84834_375986422550_1.pdf	57	70	286	53	303	R-1411/R-1411_072911_84834_375986422550_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199599	2079	1073	4564	299	5338	https://www.regulations.gov/document?D=CFPB-2016-0025-199599
R-1411/R-1411_060811_81212_316238468756_1.pdf	91	125	312	93	344	R-1411/R-1411_060811_81212_316238468756_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199600	2354	1289	6237	720	6806	https://www.regulations.gov/document?D=CFPB-2016-0025-199600
R-1411/R-1411_072911_84822_375985016291_1.pdf	64	40	126	40	126	R-1411/R-1411_072911_84822_375985016291_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199601	1272	460	3427	118	3769	https://www.regulations.gov/document?D=CFPB-2016-0025-199601
R-1411/R-1411_080111_86567_383835049745_1.pdf	73	43	261	39	265	R-1411/R-1411_080111_86567_383835049745_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199602	1184	354	3196	97	3453	https://www.regulations.gov/document?D=CFPB-2016-0025-199602
R-1411/R-1411_061311_81289_314747763031_1.pdf	212	441	1149	380	1210	R-1411/R-1411_061311_81289_314747763031_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199603	1325	503	3581	167	3917	https://www.regulations.gov/document?D=CFPB-2016-0025-199603
R-1411/R-1411_103013_111504_377906975622_1.pdf	351	467	1117	412	1172	R-1411/R-1411_103013_111504_377906975622_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199604	1262	425	3419	115	3729	https://www.regulations.gov/document?D=CFPB-2016-0025-199604
R-1411/R-1411_072711_84718_471267270368_1.pdf	25	23	72	17	78	R-1411/R-1411_072711_84718_471267270368_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199605	1207	362	3344	99	3607	https://www.regulations.gov/document?D=CFPB-2016-0025-199605
R-1411/R-1411_111813_111644_580445810852_1.pdf	353	429	1252	333	1348	R-1411/R-1411_111813_111644_580445810852_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199606	1239	380	3410	119	3671	https://www.regulations.gov/document?D=CFPB-2016-0025-199606
R-1411/R-1411_080111_84924_417744173012_1.pdf	103	160	374	130	404	R-1411/R-1411_080111_84924_417744173012_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199607	2175	1364	5606	618	6352	https://www.regulations.gov/document?D=CFPB-2016-0025-199607
R-1411/R-1411_012512_88685_453607889242_1.pdf	97	102	321	89	334	R-1411/R-1411_012512_88685_453607889242_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199608	2818	1173	5507	145	6535	https://www.regulations.gov/document?D=CFPB-2016-0025-199608
R-1411/R-1411_080111_87580_417746204275_1.pdf	305	348	860	300	908	R-1411/R-1411_080111_87580_417746204275_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199609	1523	588	3914	203	4299	https://www.regulations.gov/document?D=CFPB-2016-0025-199609
R-1411/R-1411_102313_111431_581214636517_1.pdf	78	108	273	87	294	R-1411/R-1411_102313_111431_581214636517_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199610	1254	358	3312	112	3558	https://www.regulations.gov/document?D=CFPB-2016-0025-199610
R-1411/R-1411_103013_111525_347816787947_1.pdf	85	65	227	51	241	R-1411/R-1411_103013_111525_347816787947_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199612	1233	321	3258	89	3490	https://www.regulations.gov/document?D=CFPB-2016-0025-199612
R-1411/R-1411_060411_81016_222259562180_1.pdf	312	468	975	385	1058	R-1411/R-1411_060411_81016_222259562180_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199611	1245	453	3352	145	3660	https://www.regulations.gov/document?D=CFPB-2016-0025-199611
R-1411/R-1411_111411_88532_354974179273_1.pdf	53	55	154	43	166	R-1411/R-1411_111411_88532_354974179273_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199613	1201	407	3115	114	3408	https://www.regulations.gov/document?D=CFPB-2016-0025-199613
R-1411/R-1411_072211_84160_542286677571_1.pdf	5214	8261	19177	6686	20752	R-1411/R-1411_072211_84160_542286677571_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199614	1304	414	3562	134	3842	https://www.regulations.gov/document?D=CFPB-2016-0025-199614
R-1411/R-1411_103013_111561_566103621638_1.pdf	192	284	639	244	679	R-1411/R-1411_103013_111561_566103621638_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199615	1248	387	3426	127	3686	https://www.regulations.gov/document?D=CFPB-2016-0025-199615
R-1411/R-1411_062811_81513_507128489195_1.pdf	66	54	174	42	186	R-1411/R-1411_062811_81513_507128489195_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199616	1259	379	3412	131	3660	https://www.regulations.gov/document?D=CFPB-2016-0025-199616
R-1411/R-1411_080111_84906_556172232627_1.pdf	281	389	982	322	1049	R-1411/R-1411_080111_84906_556172232627_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199617	1292	438	3422	142	3718	https://www.regulations.gov/document?D=CFPB-2016-0025-199617
R-1411/R-1411_061011_81235_324869405767_1.pdf	20	13	43	12	44	R-1411/R-1411_061011_81235_324869405767_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199618	1306	425	3416	115	3726	https://www.regulations.gov/document?D=CFPB-2016-0025-199618
R-1411/R-1411_102913_111475_309527373852_1.pdf	206	262	657	194	725	R-1411/R-1411_102913_111475_309527373852_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199619	1293	430	3516	163	3783	https://www.regulations.gov/document?D=CFPB-2016-0025-199619
R-1411/R-1411_072911_84860_350364647632_1.pdf	938	1449	3618	1230	3837	R-1411/R-1411_072911_84860_350364647632_1.pdf
https://www.regulations.gov/document?D=CFPB-2016-0025-199620	1206	318	3302	85	3535	https://www.regulations.gov/document?D=CFPB-2016-0025-199620

Technical terms N =

# matches 
d %>% filter(comment_url %in% technical_terms$comment_url) %>% 
  count(Agency) %>% kablebox()

Agency	n
CFPB	6150
FRS	2594
NCUA	57
SEC	3164

Bluebook terms N =

# 6 k in both sets 
d %>% filter(comment_url %in% bluebook$comment_url) %>%
  count(Agency) %>% kablebox()

Agency	n
CFPB	6150
FRS	2594
NCUA	57
SEC	3164

bluebook %>% filter(comment_url %in% d$comment_url) %>% nrow()

## [1] 9895

Assets x bluebook terms

# bluebook %>% count(is.na(Total_Legal_Citations))

# 400 from FDIC data, 400 from other data
b <- bluebook %>% 
  left_join(d %>% 
  select(comment_url, org_name, comment_agency, org_resources, MeanContribAmount,
                         assets,
                         marketcap2) %>% 
    distinct() 
) %>% 
  drop_na(Total_Legal_Citations)
# d %>% count(comment_url, sort = T) 

b %<>% distinct()

b %>% select(org_name, Total_Legal_Citations, org_resources, comment_url)  %>%  
  filter(!is.na(org_name)) %>%
  kablebox()

org_name	Total_Legal_Citations	org_resources	comment_url
christian faith ministries north texas	0	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-146546
capital cash management	0	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-158285
bny mellon	4	24041443.00	R-1412/R-1412_051911_71612_506496708236_1.pdf
council la raza	0	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-191003
electronic check clearing house	0	NA	R-1412/R-1412_051911_70997_425561922284_1.pdf
council la raza	0	NA	https://www.regulations.gov/document?D=CFPB-2016-0025-198999
council institutional	0	NA	R-1412/R-1412_050911_69634_363947766692_1.pdf
financial services roundtable	1	347142.86	R-1412/R-1412_051911_72790_547401781496_1.pdf
better bureau market place ethics education foundation	0	NA	R-1412/R-1412_051911_71029_425829269456_1.pdf
house representatives	0	NA	R-1411/R-1411_080211_87594_449251562158_1.pdf
us house representatives	0	NA	R-1411/R-1411_080911_87635_582360078498_1.pdf
real estate	0	NA	R-1411/R-1411_073111_84851_413333067817_1.pdf
us senate	0	NA	R-1411/R-1411_062411_81720_359996270765_1.pdf
woodstock institute	0	NA	R-1411/R-1411_071111_81832_458364452281_1.pdf
urban institute	0	128700848.00	R-1411/R-1411_102913_111464_309528623916_1.pdf
students sensible drug policy foundation	1	NA	R-1411/R-1411_103013_111526_347821319429_1.pdf
securities industry financial markets	39	NA	R-1411/R-1411_060911_81224_521506409071_1.pdf
us house representatives	0	NA	R-1411/R-1411_062411_81710_602644960469_1.pdf
california reinvestment coalition	0	NA	R-1411/R-1411_072911_84834_375986422550_1.pdf
primary capital	0	NA	R-1411/R-1411_060811_81212_316238468756_1.pdf
institute real estate management foundation	0	NA	R-1411/R-1411_072911_84822_375985016291_1.pdf
prudential management	0	NA	R-1411/R-1411_061311_81289_314747763031_1.pdf
pnc financial services	6	111968.75	R-1411/R-1411_103013_111504_377906975622_1.pdf
fair housing alliance	0	NA	R-1411/R-1411_111813_111644_580445810852_1.pdf
real estate services providers council	7	43775.00	R-1411/R-1411_080111_87580_417746204275_1.pdf
committee capital markets regulation	1	NA	R-1411/R-1411_102313_111431_581214636517_1.pdf
massachusetts bankers	0	NA	R-1411/R-1411_103013_111525_347816787947_1.pdf
new york realtors	0	NA	R-1411/R-1411_062811_81513_507128489195_1.pdf
real estate roundtable	0	200338.58	R-1411/R-1411_080111_84906_556172232627_1.pdf
center housing policy	3	NA	R-1411/R-1411_072911_84860_350364647632_1.pdf
american credit mortgage	0	NA	R-1411/R-1411_072811_84770_449537580770_1.pdf
advocates basic legal equality	0	NA	R-1411/R-1411_072811_84771_449536955766_1.pdf
american automotive leasing	0	NA	R-1411/R-1411_022114_112033_417433466933_1.pdf
house representatives	0	NA	R-1411/R-1411_080211_87600_449250468401_1.pdf
raskin sarah bloom	0	NA	R-1411/R-1411_071211_81857_462579689462_1.pdf
securities industry financial markets	0	NA	R-1411/R-1411_042111_69521_573769838873_1.pdf
advancement colored people	0	NA	R-1411/R-1411_092711_87691_536566635091_1.pdf
american securitization forum	1	50000.00	R-1411/R-1411_080111_87583_417745891773_1.pdf
indiana credit league	0	NA	R-1411/R-1411_103013_111484_334826850968_1.pdf
indiana mortgage bankers	0	NA	R-1411/R-1411_103013_111483_334828569817_1.pdf
lumber building material dealers	0	NA	R-1411/R-1411_080111_84893_360641900906_1.pdf
alaska usa credit	0	NA	R-1411/R-1411_080811_87638_369545161547_1.pdf
opportunity finance network	0	47429.43	R-1411/R-1411_103013_111481_297549016446_1.pdf
fair share hospitals collaborative	1	NA	R-1411/R-1411_111813_111658_535382600578_1.pdf
council housing	0	NA	R-1411/R-1411_103013_111554_566102527895_1.pdf
corporate mortgage solutions	0	NA	R-1411/R-1411_060111_80834_295755211628_1.pdf
nebraska mortgage	0	NA	R-1411/R-1411_041511_69417_503919840769_1.pdf
housing assistance council	0	NA	R-1411/R-1411_103013_111460_309518779662_1.pdf
white case	0	NA	R-1411/R-1411_111813_111640_580445967111_1.pdf
house representatives	0	NA	R-1411/R-1411_080211_87598_449259374708_1.pdf
collin college district foundation	0	NA	R-1411/R-1411_100913_111407_568243580757_1.pdf
cre finance reit	1	NA	R-1411/R-1411_020614_111992_540608767244_1.pdf
center responsible lending	0	NA	R-1411/R-1411_032311_69533_582721581887_1.pdf
american real estate urban economics	0	NA	R-1411/R-1411_080111_84911_559945850528_1.pdf
georgia self insurers guaranty	1	NA	R-1411/R-1411_080111_84887_360640807149_1.pdf
mortgage lenders	0	NA	R-1411/R-1411_072811_84776_449537893272_1.pdf
housing conference	1	NA	R-1411/R-1411_072811_84747_416368930992_1.pdf
american automotive leasing	0	NA	R-1411/R-1411_060311_80989_384196300172_1.pdf
ohio mortgage bankers	0	NA	R-1411/R-1411_103013_111519_347817256721_1.pdf
texas mortgage bankers	0	NA	R-1411/R-1411_103013_111555_566101902899_1.pdf
wisconsin bankers	0	NA	R-1411/R-1411_072711_84765_449536643264_1.pdf
realtors maui	0	NA	R-1411/R-1411_072911_84863_355719525653_1.pdf
denali capital clo ii	1	NA	R-1411/R-1411_103013_111518_347818819301_1.pdf
maryland mortgage bankers	0	NA	R-1411/R-1411_103013_111510_347816944205_1.pdf
mortgage bankers florida	0	NA	R-1411/R-1411_103013_111568_557755872499_1.pdf
tennessee mortgage bankers	0	NA	R-1411/R-1411_103013_111562_566103152891_1.pdf
us senate	0	NA	R-1411/R-1411_062411_81715_359995333247_1.pdf
cornerstone mortgage	0	NA	R-1411/R-1411_060111_80838_295755992888_1.pdf
american bankers	0	NA	R-1411/R-1411_103013_111559_566102684144_1.pdf
honolulu realtors	0	NA	R-1411/R-1411_072911_84862_351830907016_1.pdf
virginia housing authority retiree health care plan	0	NA	R-1411/R-1411_070111_81662_409479061108_1.pdf
choice financial	0	1147002.00	https://www.regulations.gov/document?D=CFPB-2016-0025-199800
choice financial	0	1147002.00	https://www.regulations.gov/document?D=CFPB-2016-0025-199802
neighborhood finance	0	NA	R-1411/R-1411_072811_84750_416368462239_1.pdf
choice financial	0	1147002.00	https://www.regulations.gov/document?D=CFPB-2016-0025-199801
choice financial	0	1147002.00	https://www.regulations.gov/document?D=CFPB-2016-0025-199803
first marblehead	0	NA	R-1411/R-1411_072911_84836_375986578801_1.pdf
choice financial	0	1147002.00	https://www.regulations.gov/document?D=CFPB-2016-0025-199804
choice financial	0	1147002.00	https://www.regulations.gov/document?D=CFPB-2016-0025-199805
deloitte touche	0	NA	R-1411/R-1411_111813_111638_580447217183_1.pdf
choice financial	0	1147002.00	https://www.regulations.gov/document?D=CFPB-2016-0025-199806
choice financial	0	1147002.00	https://www.regulations.gov/document?D=CFPB-2016-0025-199807
phh mortgage	1	NA	R-1411/R-1411_080111_87573_417747610534_1.pdf
choice financial	0	1147002.00	https://www.regulations.gov/document?D=CFPB-2016-0025-199808
choice financial	0	1147002.00	https://www.regulations.gov/document?D=CFPB-2016-0025-199809
barclays capital	0	35882.35	R-1411/R-1411_072111_83442_538583060118_1.pdf
choice financial	0	1147002.00	https://www.regulations.gov/document?D=CFPB-2016-0025-199811
choice financial	0	1147002.00	https://www.regulations.gov/document?D=CFPB-2016-0025-199810
massachusetts bankers	0	NA	R-1411/R-1411_080111_84908_558997406958_1.pdf
choice financial	0	1147002.00	https://www.regulations.gov/document?D=CFPB-2016-0025-199812
choice financial	0	1147002.00	https://www.regulations.gov/document?D=CFPB-2016-0025-199814
choice financial	0	1147002.00	https://www.regulations.gov/document?D=CFPB-2016-0025-199813
choice financial	0	1147002.00	https://www.regulations.gov/document?D=CFPB-2016-0025-199815
greenlining institute	0	NA	R-1411/R-1411_080111_87586_417744641765_1.pdf
cornerstone healthcare	2	NA	R-1411/R-1411_011714_111818_628869953252_1.pdf
citigroup global markets	0	124504.32	R-1411/R-1411_061311_81285_401476998151_1.pdf
allegany opportunities rural developmen	0	NA	R-1411/R-1411_072711_84692_542288396332_1.pdf
us home realty	0	NA	R-1411/R-1411_062211_81351_576611220271_1.pdf
appraisal institute	0	30930.23	R-1411/R-1411_112013_111668_439983001574_1.pdf
appraisal institute	0	30930.23	R-1411/R-1411_112013_111668_439983001574_1.pdf

# FDIC ASSTS 
b %>% 
  ggplot() +
  aes(x = org_resources, # %>% log(), 
      y = Total_Legal_Citations) + 
  geom_point() + 
  geom_smooth(method = "lm"
  )

# nonprofits
b %>% 
  ggplot() +
  aes(x = assets, 
      y = Total_Legal_Citations) + 
  geom_point() + 
  geom_smooth(method = "lm"
  )

# contribution
b %>% 
  ggplot() +
  aes(x = MeanContribAmount, 
      y = Total_Legal_Citations) + 
  geom_point() + 
  geom_smooth(method = "lm"
  )

b %>% 
  ggplot() +
  aes(x = marketcap2, 
      y = Total_Legal_Citations) + 
  geom_jitter() + 
  geom_smooth(method = "lm"
  ) 

b %>% filter(Total_Legal_Citations>10,
             !is.na(org_name)) %>% select(org_name,Total_Legal_Citations, comment_url, everything()) %>% arrange(-Total_Legal_Citations) %>% kablebox()

org_name	Total_Legal_Citations	comment_url	US_Code	Supreme_Court_Cases	Appeals_and_District_Court_Cases	Code_of_Federal_Regulations	Federal_Register_Total	comment_agency	org_resources	MeanContribAmount	assets	marketcap2
advance financial	227	https://www.regulations.gov/document?D=CFPB-2016-0025-3913	3	29	195	0	0	CFPB	NA	NA	NA	NA
consumer mortgage coalition	146	https://www.regulations.gov/document?D=CFPB-2014-0033-0164	52	1	3	62	28	CFPB	NA	NA	NA	NA
consumer mortgage coalition	144	https://www.regulations.gov/document?D=CFPB-2011-0003-0009	27	1	0	107	9	CFPB	NA	NA	NA	NA
consumer mortgage coalition	144	https://www.regulations.gov/document?D=CFPB-2011-0005-0008	27	1	0	107	9	CFPB	NA	NA	NA	NA
consumer mortgage coalition	144	https://www.regulations.gov/document?D=CFPB-2011-0006-0006	27	1	0	107	9	CFPB	NA	NA	NA	NA
consumer mortgage coalition	144	https://www.regulations.gov/document?D=CFPB-2011-0007-0006	27	1	0	107	9	CFPB	NA	NA	NA	NA
consumer law center	113	https://www.regulations.gov/document?D=CFPB-2013-0033-0386	68	4	21	10	10	CFPB	NA	NA	NA	NA
international money management	110	https://www.regulations.gov/document?D=CFPB-2012-0029-0054	88	0	0	22	0	CFPB	NA	NA	NA	NA
consumer law center	95	https://www.regulations.gov/document?D=CFPB-2016-0020-5831	46	10	3	24	12	CFPB	NA	NA	NA	NA
securities industry financial markets	93	R-1432/R-1432_021312_104703_532361297436_1.pdf	43	14	2	13	21	FRS	NA	NA	NA	NA
clearing house	91	https://www.sec.gov/comments/s7-41-11/s74111-210.pdf	43	13	2	13	20	SEC	NA	NA	NA	NA
consumer law center	86	https://www.regulations.gov/document?D=CFPB-2014-0033-0136	6	0	0	15	65	CFPB	NA	NA	NA	NA
east bay law center	81	https://www.regulations.gov/document?D=CFPB-2013-0033-0393	72	0	8	0	1	CFPB	NA	NA	NA	NA
center responsible lending	79	https://www.regulations.gov/document?D=CFPB-2016-0025-154512	15	0	0	27	37	CFPB	NA	NA	NA	NA
low income housing policy center	79	https://www.regulations.gov/document?D=CFPB-2016-0025-185182	15	0	0	27	37	CFPB	NA	NA	NA	NA
financial services	74	https://www.regulations.gov/document?D=CFPB-2016-0025-142779	40	6	9	12	7	CFPB	985817.00	NA	NA	NA
international finance	71	https://www.sec.gov/comments/s7-02-13/s70213-56.pdf	40	0	1	2	28	SEC	406111.00	NA	NA	NA
better markets	62	https://www.sec.gov/comments/s7-02-13/s70213-42.pdf	7	1	4	0	50	SEC	NA	NA	NA	NA
securities industry financial markets	60	R-1432/R-1432_021312_104404_346801484756_1.pdf	23	0	3	5	29	FRS	NA	NA	NA	NA
clearing house	60	https://www.sec.gov/comments/s7-41-11/s74111-207.pdf	23	0	3	5	29	SEC	NA	NA	NA	NA
cash advance centers advance	55	https://www.regulations.gov/document?D=CFPB-2016-0025-142467	39	1	1	0	14	CFPB	NA	NA	NA	NA
american land title	53	https://www.regulations.gov/document?D=CFPB-2012-0028-2732	28	1	0	22	2	CFPB	NA	NA	NA	NA
american land title	53	https://www.regulations.gov/document?D=CFPB-2012-0028-2782	28	1	0	22	2	CFPB	NA	NA	NA	NA
consumer mortgage coalition	51	https://www.regulations.gov/document?D=CFPB-2014-0033-0144	12	0	0	32	7	CFPB	NA	NA	NA	NA
securities industry financial markets	50	https://www.sec.gov/comments/s7-23-07/s72307-8.pdf	25	1	2	5	17	SEC	NA	NA	NA	NA
california reinvestment coalition	48	https://www.regulations.gov/document?D=CFPB-2014-0033-0117	1	0	0	19	28	CFPB	NA	NA	NA	NA
consumer law center	47	https://www.regulations.gov/document?D=CFPB-2013-0002-0876	27	0	0	1	19	CFPB	NA	NA	NA	NA
consumer mortgage coalition	44	https://www.regulations.gov/document?D=CFPB-2012-0028-2765	4	0	0	18	22	CFPB	NA	NA	NA	NA
qbe insurance	44	https://www.regulations.gov/document?D=CFPB-2012-0033-0102	6	0	0	34	4	CFPB	NA	NA	NA	NA
qbe insurance	44	https://www.regulations.gov/document?D=CFPB-2012-0034-0060	6	0	0	34	4	CFPB	NA	NA	NA	NA
consumer mortgage coalition	43	https://www.regulations.gov/document?D=CFPB-2014-0019-0256	0	0	0	23	20	CFPB	NA	NA	NA	NA
consumer data industry	43	https://www.regulations.gov/document?D=CFPB-2016-0020-4318	31	1	2	4	5	CFPB	NA	NA	NA	NA
financial services roundtable	42	R-1404/R-1404_022211_67462_559315186904_1.pdf	19	5	3	9	6	FRS	347142.86	347142.86	10769784	NA
consumer mortgage coalition	41	https://www.regulations.gov/document?D=CFPB-2013-0018-0274	7	0	0	20	14	CFPB	NA	NA	NA	NA
nationwide insurance	40	R-1438/R-1438_042612_107213_511650085598_1.pdf	9	0	0	27	4	FRS	NA	NA	NA	NA
consumer law center	40	https://www.regulations.gov/document?D=CFPB-2012-0034-0098	23	0	1	10	6	CFPB	NA	NA	NA	NA
securities industry financial markets	39	R-1411/R-1411_060911_81224_521506409071_1.pdf	0	0	0	1	38	FRS	NA	NA	NA	NA
international finance	39	https://www.sec.gov/comments/s7-08-12/s70812-39.pdf	23	0	2	1	13	SEC	406111.00	NA	NA	NA
consumer law center	39	https://www.regulations.gov/document?D=CFPB-2012-0028-2811	13	0	0	5	21	CFPB	NA	NA	NA	NA
structured finance industry	37	https://www.sec.gov/comments/s7-14-11/s71411-488.pdf	12	0	2	16	7	SEC	NA	NA	NA	NA
better markets	36	https://www.sec.gov/comments/s7-06-13/s70613-410.pdf	5	1	4	2	24	SEC	NA	NA	NA	NA
consumer law center	35	https://www.regulations.gov/document?D=CFPB-2011-0008-1294	23	3	2	3	4	CFPB	NA	NA	NA	NA
medical center ocean workers compensation	34	https://www.sec.gov/comments/s7-07-13/s70713-572.pdf	5	2	4	6	17	SEC	NA	NA	NA	NA
mortgage bankers	34	https://www.regulations.gov/document?D=CFPB-2012-0022-0141	9	4	15	4	2	CFPB	NA	NA	NA	NA
consumer mortgage coalition	34	https://www.regulations.gov/document?D=CFPB-2013-0033-0322	5	0	0	27	2	CFPB	NA	NA	NA	NA
dentons us	34	https://www.regulations.gov/document?D=CFPB-2016-0025-148826	18	4	1	11	0	CFPB	NA	NA	NA	NA
american bar	33	https://www.sec.gov/comments/s7-12-15/s71215-67.pdf	8	1	0	23	1	SEC	NA	NA	NA	NA
nonprofit legal services southeastern wisconsin	33	https://www.regulations.gov/document?D=CFPB-2012-0033-0113	1	0	0	32	0	CFPB	NA	NA	NA	NA
nonprofit legal services southeastern wisconsin	33	https://www.regulations.gov/document?D=CFPB-2012-0033-0121	1	0	0	32	0	CFPB	NA	NA	NA	NA
nonprofit legal services southeastern wisconsin	33	https://www.regulations.gov/document?D=CFPB-2012-0034-0134	1	0	0	32	0	CFPB	NA	NA	NA	NA
natl assn retail collection attorneys	33	https://www.regulations.gov/document?D=CFPB-2013-0005-0055	22	2	1	0	8	CFPB	NA	NA	NA	NA
polk wardwell davis	32	R-1538/R-1538_081516_130442_365208348627_1.pdf	5	0	0	5	22	FRS	NA	NA	NA	NA
polk wardwell davis	32	R-1538/R-1538_080516_130420_423053866808_1.pdf	5	0	0	5	22	FRS	NA	NA	NA	NA
american bankers	32	https://www.regulations.gov/document?D=CFPB-2012-0028-2673	5	0	0	16	11	CFPB	NA	NA	NA	NA
securities industry financial markets	31	https://www.sec.gov/comments/s7-45-10/s74510-587.pdf	2	0	2	0	27	SEC	NA	NA	NA	NA
american bankers	31	https://www.regulations.gov/document?D=CFPB-2011-0006-0005	15	0	0	10	6	CFPB	NA	NA	NA	NA
american bankers	31	https://www.regulations.gov/document?D=CFPB-2011-0007-0005	15	0	0	10	6	CFPB	NA	NA	NA	NA
consumer mortgage coalition	31	https://www.regulations.gov/document?D=CFPB-2012-0028-0488	2	0	0	6	23	CFPB	NA	NA	NA	NA
consumer mortgage coalition	31	https://www.regulations.gov/document?D=CFPB-2012-0029-0123	2	0	0	6	23	CFPB	NA	NA	NA	NA
natl assn retail collection attorneys	31	https://www.regulations.gov/document?D=CFPB-2013-0033-0382	19	4	5	0	3	CFPB	NA	NA	NA	NA
american bankers	30	https://www.sec.gov/comments/s7-41-11/s74111-280.pdf	15	0	0	7	8	SEC	NA	NA	NA	NA
futures industry	29	R-1538/R-1538_080416_130404_401540360277_1.pdf	5	0	0	20	4	FRS	NA	NA	NA	NA
pnc financial services	28	https://www.sec.gov/comments/s7-41-11/s74111-245.pdf	23	0	0	5	0	SEC	111968.75	111968.75	NA	NA
consumer law center	28	https://www.regulations.gov/document?D=CFPB-2012-0029-0093	20	0	1	4	3	CFPB	NA	NA	NA	NA
consumer law center	28	https://www.regulations.gov/document?D=CFPB-2012-0029-0138	20	0	1	4	3	CFPB	NA	NA	NA	NA
pnc financial services	27	R-1442/R-1442_102212_109758_308151765085_1.pdf	8	0	0	12	7	FRS	111968.75	111968.75	NA	NA
consumer mortgage coalition	26	R-1407/R-1407_041411_69408_337905403353_1.pdf	0	0	0	24	2	FRS	NA	NA	NA	NA
loan syndications trading	26	https://www.sec.gov/comments/s7-14-11/s71411-477.pdf	0	0	0	0	26	SEC	NA	NA	NA	NA
better markets	26	https://www.sec.gov/comments/s7-03-13/s70313-260.pdf	12	1	4	0	9	SEC	NA	NA	NA	NA
securities industry financial markets	25	https://www.sec.gov/comments/s7-41-11/s74111-204.pdf	2	0	1	7	15	SEC	NA	NA	NA	NA
consumer mortgage coalition	25	https://www.regulations.gov/document?D=CFPB-2013-0010-0072	6	0	0	7	12	CFPB	NA	NA	NA	NA
clearing house	24	R-1537/R-1537_080516_130419_430529589163_1.pdf	2	0	4	9	9	FRS	NA	NA	NA	NA
harvard university law school	24	https://www.sec.gov/comments/s7-12-15/s71215-68.pdf	14	0	5	3	2	SEC	78888.89	78888.89	NA	NA
online lenders alliance	24	https://www.regulations.gov/document?D=CFPB-2016-0025-143973	6	0	2	9	7	CFPB	74794.52	74794.52	NA	NA
financial service centers	24	https://www.regulations.gov/document?D=CFPB-2016-0025-186584	3	0	0	0	21	CFPB	NA	NA	NA	NA
securities industry financial markets	23	R-1536/R-1536_072216_130370_573100713678_1.pdf	4	0	0	6	13	FRS	NA	NA	NA	NA
better markets	23	https://www.sec.gov/comments/s7-08-12/s70812-4661033-176513.pdf	5	1	3	2	12	SEC	NA	NA	NA	NA
financial services roundtable	23	https://www.sec.gov/comments/s7-18-08/s71808-79.pdf	5	1	0	13	4	SEC	347142.86	347142.86	10769784	NA
credit suisse securities usa	23	https://www.sec.gov/comments/s7-41-11/s74111-260.pdf	1	0	1	10	11	SEC	NA	NA	NA	NA
general electric	23	https://www.sec.gov/comments/s7-41-11/s74111-253.pdf	7	0	1	11	4	SEC	225591.44	225591.44	NA	NA
american bankers	23	https://www.regulations.gov/document?D=CFPB-2012-0022-0133	3	4	13	1	2	CFPB	NA	NA	NA	NA
mortgage bankers	23	https://www.regulations.gov/document?D=CFPB-2012-0033-0162	5	0	0	3	15	CFPB	NA	NA	NA	NA
mortgage bankers	23	https://www.regulations.gov/document?D=CFPB-2012-0034-0146	5	0	0	3	15	CFPB	NA	NA	NA	NA
consumer law center	23	https://www.regulations.gov/document?D=CFPB-2012-0037-0697	14	0	1	4	4	CFPB	NA	NA	NA	NA
securities industry financial markets	23	https://www.ncua.gov/files/comment-letters/2016/cl-exec-20160725SIFMA.pdf	4	0	0	6	13	NCUA	NA	NA	NA	NA
better markets	22	https://www.sec.gov/comments/s7-23-07/s72307-52.pdf	0	0	1	0	21	SEC	NA	NA	NA	NA
cadwalader wickersham taft	22	https://www.sec.gov/comments/s7-41-11/s74111-142.pdf	20	0	0	2	0	SEC	NA	NA	NA	NA
financial services roundtable	22	https://www.regulations.gov/document?D=CFPB-2011-0003-0007	12	0	0	7	3	CFPB	347142.86	347142.86	10769784	NA
consumer mortgage coalition	22	https://www.regulations.gov/document?D=CFPB-2012-0033-0161	3	0	1	3	15	CFPB	NA	NA	NA	NA
consumer mortgage coalition	22	https://www.regulations.gov/document?D=CFPB-2012-0034-0144	3	0	1	3	15	CFPB	NA	NA	NA	NA
securities industry financial markets	21	https://www.sec.gov/comments/s7-06-11/s70611-24.pdf	1	0	0	0	20	SEC	NA	NA	NA	NA
genworth mortgage insurance	21	https://www.sec.gov/comments/s7-14-11/s71411-180.pdf	3	0	0	1	17	SEC	80407.18	80407.18	NA	NA
arnold porter fa	21	https://www.sec.gov/comments/s7-03-13/s70313-266.pdf	8	0	0	9	4	SEC	NA	NA	NA	NA
consumer law center	21	https://www.regulations.gov/document?D=CFPB-2013-0031-0019	10	2	0	1	8	CFPB	NA	NA	NA	NA
consumer vehicle lessors	21	https://www.regulations.gov/document?D=CFPB-2014-0024-0030	6	0	0	12	3	CFPB	NA	NA	NA	NA
consumer law center	21	https://www.regulations.gov/document?D=CFPB-2014-0033-0029	10	2	0	1	8	CFPB	NA	NA	NA	NA
consumer mortgage coalition	20	R-1411/R-1411_103013_111548_566101121654_1.pdf	3	0	0	2	15	FRS	NA	NA	NA	NA
sutherland asbill brennan	20	R-1538/R-1538_081216_130438_501329577002_1.pdf	2	0	0	16	2	FRS	NA	NA	NA	NA
institute international bankers	20	R-1492/R-1492_081114_129586_426052826308_1.pdf	0	0	0	10	10	FRS	NA	NA	NA	NA
loan syndications trading	20	R-1432/R-1432_071212_107895_555401745064_1.pdf	12	0	0	0	8	FRS	NA	NA	NA	NA

Assets x technical terms

t <- technical_terms %>% 
  left_join(d %>% 
              select(comment_url, org_name,
                     comment_agency, org_resources, MeanContribAmount,
                         assets,
                         marketcap2,
                     `FDIC_Institutions-orgMatch:ASSET`) %>% 
    distinct() 
) %>% 
  drop_na(dictionary_terms)


# FDIC ASSTS 
t %>% 
  filter(!is.na(`FDIC_Institutions-orgMatch:ASSET`)) %>% 
  ggplot() +
  aes(x = `FDIC_Institutions-orgMatch:ASSET`, # %>% log(), 
      y = dictionary_terms ) + 
  geom_point(alpha = .5) + 
  geom_smooth(method = "lm"
  ) + 
  scale_y_log10() +
  scale_x_log10() + 
  labs(x = "Assets",
       y = "Legal and Technial Terms", 
       title = "FDIC-Insured Banks")

t %>% 
  filter(!is.na(`FDIC_Institutions-orgMatch:ASSET`), dictionary_terms == 0) %>%
  select(org_name, everything(), -doc_id) %>% 
  kablebox()

org_name	uk_law	banking	us_law	overlap	dictionary_terms	comment_url	comment_agency	org_resources	MeanContribAmount	assets	marketcap2	FDIC_Institutions-orgMatch:ASSET
corpus christi	0	0	0	0	0	https://www.sec.gov/comments/s7-45-10/s74510-262.pdf	SEC	767293	NA	NA	NA	767293
palm desert	0	0	0	0	0	https://www.sec.gov/comments/s7-45-10/s74510-221.pdf	SEC	129253	NA	NA	NA	129253
wells fargo	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2011-0008-0297	CFPB	23463075	349826.1	NA	NA	23463075
northeast bankers	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2011-0009-0119	CFPB	175582	NA	NA	NA	175582
horizon financial	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0022-0050	CFPB	131723	NA	NA	NA	131723
traders farmers	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0022-0120	CFPB	380746	NA	NA	NA	380746
morgan stanley private	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0022-0147	CFPB	53504000	NA	NA	NA	53504000
farmers savings	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-0442	CFPB	49200	NA	NA	NA	49200
cedar valley	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-0450	CFPB	11906	NA	NA	NA	11906
cedar valley	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-0451	CFPB	11906	NA	NA	NA	11906
colonial virginia	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-0530	CFPB	115096	NA	NA	NA	115096
norwest black hills	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-0547	CFPB	397885	NA	NA	NA	397885
wells fargo	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-0582	CFPB	23463075	349826.1	NA	NA	23463075
first florida	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-1644	CFPB	6339124	NA	NA	NA	6339124
central florida	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-1847	CFPB	247515	NA	NA	NA	247515
kentucky pendleton	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-1892	CFPB	27441	NA	NA	NA	27441
fsb lake sunapee	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-2003	CFPB	1552939	NA	NA	NA	1552939
wells fargo	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-2087	CFPB	23463075	349826.1	NA	NA	23463075
wells fargo	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-2107	CFPB	23463075	349826.1	NA	NA	23463075
ssb equitable	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-2139	CFPB	303534	NA	NA	NA	303534
virginia heritage	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-2225	CFPB	951668	NA	NA	NA	951668
first north dakota	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-2238	CFPB	880897	NA	NA	NA	880897
virginia heritage	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-2269	CFPB	951668	NA	NA	NA	951668
american heritage	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-2314	CFPB	1120654	NA	NA	NA	1120654
first florida	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-2369	CFPB	6339124	NA	NA	NA	6339124
virginia heritage	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-2371	CFPB	951668	NA	NA	NA	951668
virginia heritage	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-2373	CFPB	951668	NA	NA	NA	951668
peoples exchange	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-2763	CFPB	62665	NA	NA	NA	62665
bankers kansas	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-2855	CFPB	180621	NA	NA	NA	180621
sun prairie valley	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0028-2885	CFPB	53168	NA	NA	NA	53168
southside virginia	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0029-0025	CFPB	561664	NA	NA	NA	561664
first muscatine	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0029-0044	CFPB	304493	NA	NA	NA	304493
farmers savings	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0029-0048	CFPB	49200	NA	NA	NA	49200
two rivers	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0029-0049	CFPB	315465	NA	NA	NA	315465
farmers merchants savings	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0029-0053	CFPB	154144	NA	NA	NA	154144
bankers kansas	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0029-0095	CFPB	180621	NA	NA	NA	180621
colonial virginia	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0029-0135	CFPB	115096	NA	NA	NA	115096
norwest black hills	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0029-0140	CFPB	397885	NA	NA	NA	397885
central florida	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0029-0166	CFPB	247515	NA	NA	NA	247515
wells fargo	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0029-0190	CFPB	23463075	349826.1	NA	NA	23463075
wells fargo	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0031-0040	CFPB	23463075	349826.1	NA	NA	23463075
central florida	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0032-0024	CFPB	247515	NA	NA	NA	247515
wells fargo	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0032-0031	CFPB	23463075	349826.1	NA	NA	23463075
frankfort mich savings	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0033-0035	CFPB	129107	NA	NA	NA	129107
fsb lake sunapee	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0033-0062	CFPB	1552939	NA	NA	NA	1552939
wells fargo	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0033-0063	CFPB	23463075	349826.1	NA	NA	23463075
wells fargo	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0033-0085	CFPB	23463075	349826.1	NA	NA	23463075
southside virginia	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0033-0097	CFPB	561664	NA	NA	NA	561664
norwest black hills	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0033-0122	CFPB	397885	NA	NA	NA	397885
morgan stanley private	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0033-0134	CFPB	53504000	NA	NA	NA	53504000
miami savings	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0033-0163	CFPB	96687	NA	NA	NA	96687
wells fargo	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0034-0079	CFPB	23463075	349826.1	NA	NA	23463075
norwest black hills	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0034-0115	CFPB	397885	NA	NA	NA	397885
wells fargo	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0037-0189	CFPB	23463075	349826.1	NA	NA	23463075
central florida	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0037-0206	CFPB	247515	NA	NA	NA	247515
american heritage	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0037-0505	CFPB	1120654	NA	NA	NA	1120654
first tennessee	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2012-0050-0073	CFPB	216632	NA	NA	NA	216632
colfax banking	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0003	CFPB	107257	NA	NA	NA	107257
farmers west concord	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0041	CFPB	48650	NA	NA	NA	48650
great southern	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0083	CFPB	302521	NA	NA	NA	302521
colfax banking	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0152	CFPB	107257	NA	NA	NA	107257
norwest cherry creek	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0183	CFPB	203925	NA	NA	NA	203925
farmers west concord	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0235	CFPB	48650	NA	NA	NA	48650
norwest cherry creek	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0237	CFPB	203925	NA	NA	NA	203925
farmers west concord	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0246	CFPB	48650	NA	NA	NA	48650
merchants farmers	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0272	CFPB	168840	NA	NA	NA	168840
norwest cherry creek	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0285	CFPB	203925	NA	NA	NA	203925
norwest cherry creek	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0288	CFPB	203925	NA	NA	NA	203925
bankfirst financial services	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0415	CFPB	954917	NA	NA	NA	954917
bankfirst financial services	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0469	CFPB	954917	NA	NA	NA	954917
first collinsville	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0529	CFPB	138459	NA	NA	NA	138459
northern hancock	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0536	CFPB	26699	NA	NA	NA	26699
first american	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0585	CFPB	1123534	NA	NA	NA	1123534
oxford university	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0648	CFPB	131837	NA	NA	NA	131837
oxford university	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0651	CFPB	131837	NA	NA	NA	131837
mascoma savings	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0706	CFPB	1587618	NA	NA	NA	1587618
bankers south carolina	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0726	CFPB	344522	NA	NA	NA	344522
century ozarks	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0758	CFPB	173130	NA	NA	NA	173130
citizens first	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0764	CFPB	116593	NA	NA	NA	116593
first hawaiian	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0797	CFPB	19740940	NA	NA	NA	19740940
bankfirst financial services	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0798	CFPB	954917	NA	NA	NA	954917
north american savings	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0813	CFPB	99796	NA	NA	NA	99796
merchants farmers	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0838	CFPB	168840	NA	NA	NA	168840
colonial savings	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0884	CFPB	68314	NA	NA	NA	68314
first commercial	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0885	CFPB	234606	NA	NA	NA	234606
great southern	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0887	CFPB	302521	NA	NA	NA	302521
merchants farmers	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0888	CFPB	168840	NA	NA	NA	168840
bankfirst financial services	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0900	CFPB	954917	NA	NA	NA	954917
bankfirst financial services	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0914	CFPB	954917	NA	NA	NA	954917
puerto rico	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0919	CFPB	550624	NA	NA	NA	550624
first hawaiian	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0002-0941	CFPB	19740940	NA	NA	NA	19740940
wells fargo	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0010-0039	CFPB	23463075	349826.1	NA	NA	23463075
piscataqua savings	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0013-0027	CFPB	258679	NA	NA	NA	258679
first minnesota	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0013-0029	CFPB	396284	NA	NA	NA	396284
woodsville guaranty savings	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0013-0031	CFPB	466556	NA	NA	NA	466556
first service	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0013-0068	CFPB	319060	NA	NA	NA	319060
mascoma savings	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0013-0093	CFPB	1587618	NA	NA	NA	1587618
piscataqua savings	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0018-0010	CFPB	258679	NA	NA	NA	258679
credit one	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0018-0018	CFPB	224471	NA	NA	NA	224471
wells river savings	0	0	0	0	0	https://www.regulations.gov/document?D=CFPB-2013-0018-0030	CFPB	165645	NA	NA	NA	165645

# nonprofits
t %>% 
  filter(!is.na(assets)) %>% 
  ggplot() +
  aes(x = assets, 
      y = dictionary_terms) + 
  geom_point() + 
  geom_smooth(method = "lm"
  )

# contribution
t %>% 
  filter(!is.na(MeanContribAmount)) %>%
  ggplot() +
  aes(x = MeanContribAmount, 
      y = dictionary_terms) + 
  geom_point() + 
  geom_smooth(method = "lm"
  )

t %>% 
  filter(!is.na(marketcap2)) %>% 
  ggplot() +
  aes(x = marketcap2, 
      y = dictionary_terms) + 
  geom_jitter() + 
  geom_smooth(method = "lm"
  ) 

This is fishy

# fishy
d %>% 
  ggplot() +
  aes(x = marketcap2) + 
  geom_histogram()

Steve’s code

# Steve's code
# https://www.dropbox.com/s/dt7n0a771jngpte/Efficacy_Plots.R?dl=0
######################################

'%!in%' <- function(x,y)!('%in%'(x,y))

library(scales) # to access break formatting functions
library(DBI)
library(RSQLite)
library(quanteda)
library(tidyverse)
library(magrittr)
library(tidylog)
library(stargazer)
library(corrplot)



all_repeated_language <- read.csv(here("data/repeated_language.csv"), stringsAsFactors = F, 
                                  strip.white = T, sep = ",")

all_repeated_language %<>% as_tibble()

commenter_covariates <- read.csv(file = here("data/finreg_commenter_covariates_df_20210824.csv"), 
                                 strip.white = T, stringsAsFactors = F)

# federal reserve weird in sqlite and that translates to this frame
commenter_covariates %<>%
  mutate(
  comment_url = gsub(pattern = "https:/www.sec.gov", 
                     replacement = "https://www.sec.gov", 
                     x = comment_url),
  comment_url = gsub(pattern = "S7-", 
                   replacement = "s7-", 
                   x = comment_url),
  # Federal Reserve Fix
  comment_url = gsub(pattern = "https:\\/\\/www\\.federalreserve\\.gov\\/SECRS\\/\\d{4}\\/\\w+/\\d{1,}/", 
                   replacement = "",
                   x = comment_url)
  )
  
load(here("data", "tech_iterations.RData"))
load(here("data", "bluebook.RData"))



# Efficacy Measure Summary Stats and Plots ####
technical_terms %<>%
  mutate(  comment_url = doc_id) %>%
  left_join(Tables_and_Figures, by = "comment_url") %>%
  left_join(bluebook, by = "comment_url") %>%
  mutate(
  # SEC fix
  comment_url = gsub(pattern = "https:/www.sec.gov", 
                     replacement = "https://www.sec.gov", 
                     x = comment_url),
  comment_url = gsub(pattern = "S7-", 
                   replacement = "s7-", 
                   x = comment_url),
  # Federal Reserve Fix
  comment_url = gsub(pattern = "https:\\/\\/www\\.federalreserve\\.gov\\/SECRS\\/\\d{4}\\/\\w+/\\d{1,}/", 
                   replacement = "",
                   x = comment_url)
  )
  
technical_terms %>%
  filter(grepl(pattern = "sec.gov",x = comment_url))

missing_from_all_repeated <- all_repeated_language %>%
  anti_join(technical_terms, by = "comment_url")

missing_from_technical_terms <- technical_terms %>%
  anti_join(all_repeated_language, by = "comment_url")

missing_from_technical_terms
  
all_repeated_language %>%
  left_join(technical_terms, by = "comment_url")




## Rename Efficacy Measure variables for plots ####
all_repeated_language %<>%
  
  # Plag sequences
  rename("Num. Seq. Over 5" = "difference_plagiarised_number_of_other_sequences_over_5") %>%
  rename("Num. Seq. Over 10" = "difference_plagiarised_number_of_other_sequences_over_10") %>%
  rename("Num. Seq. Over 25" = "difference_plagiarised_number_of_other_sequences_over_25") %>%
  rename("Num. Seq. Over 50" = "difference_plagiarised_number_of_other_sequences_over_50") %>%
  rename("Num. Seq. Over 100" = "difference_plagiarised_number_of_other_sequences_over_100") %>%
  
  # Plag length
  rename("Seq. Leng. Over 5" = "difference_plagiarised_cumulative_sequence_length_over_5") %>%
  rename("Seq. Leng. Over 10" = "difference_plagiarised_cumulative_sequence_length_over_10") %>%
  rename("Seq. Leng. Over 25" = "difference_plagiarised_cumulative_sequence_length_over_25") %>%
  rename("Seq. Leng. Over 50" = "difference_plagiarised_cumulative_sequence_length_over_50") %>%
  rename("Seq. Leng. Over 100" = "difference_plagiarised_cumulative_sequence_length_over_100") %>%
  
  # Fuzzy sequences
  rename("Fuzzy Num. Seq. Over 10" = "differece_fuzzy_number_of_other_sequences_over_10") %>%
  rename("Fuzzy Num. Seq. Over 25" = "differece_fuzzy_number_of_other_sequences_over_25") %>%
  rename("Fuzzy Num. Seq. Over 50" = "differece_fuzzy_number_of_other_sequences_over_50") %>%
  rename("Fuzzy Num. Seq. Over 100" = "differece_fuzzy_number_of_other_sequences_over_100") %>%
  
  # Fuzzy length
  rename("Fuzzy Seq. Leng. Over 10" = "differece_fuzzy_cumulative_sequence_length_over_10") %>%
  rename("Fuzzy Seq. Leng. Over 25" = "differece_fuzzy_cumulative_sequence_length_over_25") %>%
  rename("Fuzzy Seq. Leng. Over 50" = "differece_fuzzy_cumulative_sequence_length_over_50") %>%
  rename("Fuzzy Seq. Leng. Over 100" = "differece_fuzzy_cumulative_sequence_length_over_100") %>%
  
  # Other terms
  rename("Unique Tokens" = "Types") %>%
  rename("Total Tokens" = "Tokens") %>%
  rename("Total Sentences" = "Sentences") %>%
  rename("Words" = "words") 

order_of_terms_for_plots <- c(
  "Unique Tokens", "Total Tokens", "Total Sentences", "Words",
  "Num. Seq. Over 5", "Num. Seq. Over 10",
  "Num. Seq. Over 25", "Num. Seq. Over 50",
  "Num. Seq. Over 100",
  "Seq. Leng. Over 5", "Seq. Leng. Over 10",
  "Seq. Leng. Over 25", "Seq. Leng. Over 50",
  "Seq. Leng. Over 100",
  "Fuzzy Num. Seq. Over 10","Fuzzy Num. Seq. Over 25",
  "Fuzzy Num. Seq. Over 50", "Fuzzy Num. Seq. Over 100",
  "Fuzzy Seq. Leng. Over 10", "Fuzzy Seq. Leng. Over 25",
  "Fuzzy Seq. Leng. Over 50", "Fuzzy Seq. Leng. Over 100")

data_for_plots <- all_repeated_language %>%
  gather(terms, val, -comment_url) %>%
  mutate(val = as.numeric(val)) %>%
  group_by(terms) %>%
  filter(terms %in% order_of_terms_for_plots) %>%
  mutate(terms = factor(terms, levels=c(
    "Unique Tokens",
    "Total Tokens",
    "Total Sentences",
    "Words",
    "Num. Seq. Over 5",
    "Num. Seq. Over 10",
    "Num. Seq. Over 25",
    "Num. Seq. Over 50",
    "Num. Seq. Over 100",
    "Seq. Leng. Over 5",
    "Seq. Leng. Over 10",
    "Seq. Leng. Over 25",
    "Seq. Leng. Over 50",
    "Seq. Leng. Over 100",
    "Fuzzy Num. Seq. Over 10",
    "Fuzzy Num. Seq. Over 25",
    "Fuzzy Num. Seq. Over 50",
    "Fuzzy Num. Seq. Over 100",
    "Fuzzy Seq. Leng. Over 10",
    "Fuzzy Seq. Leng. Over 25",
    "Fuzzy Seq. Leng. Over 50", 
    "Fuzzy Seq. Leng. Over 100")))

#### Summary Stats ####
summary_stats <- data_for_plots %>%
  summarise(
    n = n(),
    min = fivenum(val)[1],
    #Q1 = fivenum(val)[2],
    median = fivenum(val)[3],
    #Q3 = fivenum(val)[4],
    Q90 = quantile(val, 0.9, na.rm = T),
    Q95 = quantile(val, 0.95, na.rm = T),
    Q99 = quantile(val, 0.99, na.rm = T),
    max = fivenum(val)[5]
  ) 

summary_stats %>%
  pander::pandoc.table()

#### Export Summary Stats to Latex ####
print(xtable::xtable(summary_stats, digits = 0), include.rownames = F)

# Violin Plots ####

#### Length ####
comment_length <- data_for_plots %>% 
  filter(terms %in% c("Total Sentences","Words")) %>%
  mutate(val = val + 1) %>%
  group_by(terms) %>%
  ggplot( aes(x=terms, y=val)) + #, fill=terms)) +
  geom_violin(width=1) +
  facet_wrap(~terms, scales = "free") +
  scale_y_log10(labels = scales::comma_format(accuracy=1)) +
  theme_minimal() +
  geom_boxplot(width=0.2, color="grey", alpha=0.2) +
  labs(title = "Comment Length",
       caption = "Sentences measured from capital letter to period; Words measured as characters between spaces") +  
  theme(legend.position="none",
        plot.title = element_text(size = 12, face = "bold",hjust = 0.5)) +  
  xlab("") +
  ylab("Count")

#### Exact Matches: Number ####
plag_seq <- data_for_plots %>%
  filter(terms %in% c(                        "Num. Seq. Over 5",
                                              "Num. Seq. Over 10",
                                              "Num. Seq. Over 25",
                                              "Num. Seq. Over 50",
                                              "Num. Seq. Over 100")) %>%
  group_by(terms) %>%
  ggplot( aes(x=terms, y=val)) + #, fill=terms)) +
  geom_violin(width=1) +
  scale_y_log10(labels = scales::comma_format(accuracy=1)) +
  theme_bw() +
  geom_boxplot(width=0.2, color="grey", alpha=0.2) +
  labs(title = "Exact Matches: Number of Sequences over Length n in Comment and Final Rule",
       caption = "These are counts; a 1 where n = 5 represents 5 words in the comment and final rule") +  
  theme(legend.position="none",
        plot.title = element_text(hjust = 0.5)) +  
  xlab("") +
  ylab("Count of Exact Sequences")

#### Exact Matches: Length ####
plag_len <- data_for_plots %>%  
  filter(terms %in% c("Seq. Leng. Over 5",
                      "Seq. Leng. Over 10",
                      "Seq. Leng. Over 25",
                      "Seq. Leng. Over 50",
                      "Seq. Leng. Over 100")) %>%
  group_by(terms) %>%
  ggplot( aes(x=terms, y=val)) + #, fill=terms)) +
  geom_violin(width=1) +
  scale_y_log10(labels = scales::comma_format(accuracy=1)) +
  theme_bw() +
  geom_boxplot(width=0.2, color="grey", alpha=0.2) +
  labs(title = "Exact Matches: Total Length of Matched Sequences",
       caption = "These are the cumulative lengths of the sequences above per document") +  
  theme(legend.position="none",
        plot.title = element_text(hjust = 0.5)) +  
  xlab("") +
  ylab("Total Amount of Repeated Text")

#### Fuzzy Matches: Number ####
fuzzy_seq <- data_for_plots %>%  
  filter(terms %in% c("Fuzzy Num. Seq. Over 10",
                      "Fuzzy Num. Seq. Over 25",
                      "Fuzzy Num. Seq. Over 50",
                      "Fuzzy Num. Seq. Over 100")) %>%
  group_by(terms) %>%
  ggplot( aes(x=terms, y=val)) + #, fill=terms)) +
  geom_violin(width=1) +
  scale_y_log10(labels = scales::comma_format(accuracy=1)) +
  theme_bw() +
  geom_boxplot(width=0.2, color="grey", alpha=0.2) +
  labs(title = "Fuzzy Matches: Number of Sequences over Length n in Comment and Final Rule",
       caption = "These are counts; a 1 where n = 5 represents 5 words in the comment and final rule") +  
  theme(legend.position="none",
        plot.title = element_text(hjust = 0.5)) +  
  xlab("") +
  ylab("Count of Fuzzy Mathed Sequences")

#### Fuzzy Matches: Length ####
fuzzy_len <- data_for_plots %>%  
  filter(terms %in% c("Fuzzy Seq. Leng. Over 10",
                      "Fuzzy Seq. Leng. Over 25",
                      "Fuzzy Seq. Leng. Over 50", 
                      "Fuzzy Seq. Leng. Over 100")) %>%
  group_by(terms) %>%
  ggplot( aes(x=terms, y=val)) + #, fill=terms)) +
  geom_violin(width=1) +
  scale_y_log10(labels = scales::comma_format(accuracy=1)) +
  theme_bw() +
  geom_boxplot(width=0.2, color="grey", alpha=0.2) +
  labs(title = "Fuzzy Matches: Total Length of Matched Sequences",
       caption = "These are the cumulative lengths of the sequences above per document") +  
  theme(legend.position="none",
        plot.title = element_text(hjust = 0.5)) +  
  xlab("") +
  ylab("Total Amount of Repeated Text")

## Save Distribution Plots ####
plag_seq
plag_len
fuzzy_seq
fuzzy_len

# ggsave(plot = plag_seq, "violin_plag_seq.pdf", width = 9, height = 6.5)
# ggsave(plot = plag_seq, "violin_plag_len.pdf", width = 9, height = 6.5)
# ggsave(plot = fuzzy_len, "violin_fuzzy_seq.pdf", width = 9, height = 6.5)
# ggsave(plot = fuzzy_seq, "violin_fuzzy_seq.pdf", width = 9, height = 6.5)

# Correlation Plots ####
cor.mtest <- function(mat, ...) {
  mat <- as.matrix(mat)
  n <- ncol(mat)
  p.mat<- matrix(NA, n, n)
  diag(p.mat) <- 0
  for (i in 1:(n - 1)) {
    for (j in (i + 1):n) {
      tmp <- cor.test(mat[, i], mat[, j], ...)
      p.mat[i, j] <- p.mat[j, i] <- tmp$p.value
    }
  }
  colnames(p.mat) <- rownames(p.mat) <- colnames(mat)
  return(p.mat)
}

assemble_corr_plots <- function(tbl){
  # tbl = data_for_correlation_plot 
  
  #names(tbl) <- base::tolower(substring(names(tbl), 1,5))
  
  corrs <- tbl %>%
    cor()
  
  p.mat <-  tbl %>%
    cor.mtest()
  
  col <- colorRampPalette(c("#BB4444", "#EE9988", "#FFFFFF", "#77AADD", "#4477AA"))
  
  c_plot <- function() {
    corrplot(corrs, method="color", col=col(200),  
             type="upper", order="hclust", 
             addCoef.col = "black", # Add coefficient of correlation
             tl.col="black", tl.srt=45, #Text label color and rotation
             # Combine with significance
             p.mat = p.mat, sig.level = 0.01, insig = "blank", 
             # hide correlation coefficient on the principal diagonal
             diag=FALSE)
  }
  list(c_plot = c_plot)
}

## Length ####
length_variables <- all_repeated_language %>%
  select(`Unique Tokens`,`Total Tokens`,
         `Total Sentences`, `Words`) 

pdf(file = "Length_Correlations.pdf")
assemble_corr_plots(length_variables)$c_plot()
dev.off()

plagiarism_number_variables <- all_repeated_language %>%
  select(`Num. Seq. Over 5`,`Num. Seq. Over 10`,`Num. Seq. Over 25`,
         `Num. Seq. Over 50`, `Num. Seq. Over 100`) 

pdf(file = "Plagiarism_Number_Correlations.pdf")
assemble_corr_plots(plagiarism_number_variables)$c_plot()
dev.off()

plagiarism_length_variables <- all_repeated_language %>%
  select(`Seq. Leng. Over 5`, `Seq. Leng. Over 10`,
         `Seq. Leng. Over 25`,`Seq. Leng. Over 50`,
         `Seq. Leng. Over 100`) 

#pdf(file = "Plagiarism_Length_Correlations.pdf")
#assemble_corr_plots(plagiarism_length_variables)$c_plot()
dev.off()

fuzzy_number_variables <- all_repeated_language %>%
  select(`Fuzzy Num. Seq. Over 10`,
         `Fuzzy Num. Seq. Over 25`,
         `Fuzzy Num. Seq. Over 50`,
         `Fuzzy Num. Seq. Over 100`) 

pdf(file = "Fuzzy_Number_Correlations.pdf")
#assemble_corr_plots(fuzzy_number_variables)$c_plot()
dev.off()

### Fuzzy Length of Sequences ###
fuzzy_length_variables <- all_repeated_language %>%
  select(`Fuzzy Seq. Leng. Over 10`,
         `Fuzzy Seq. Leng. Over 25`,
         `Fuzzy Seq. Leng. Over 50`,
         `Fuzzy Seq. Leng. Over 100`) 

pdf(file = "Fuzzy_Length_Correlations.pdf")
#assemble_corr_plots(fuzzy_length_variables)$c_plot()
dev.off()

all <- all_repeated_language %>%
  select(`Unique Tokens`,`Total Tokens`,
         `Total Sentences`, `Words`,
    `Num. Seq. Over 5`,`Num. Seq. Over 10`,`Num. Seq. Over 25`,
         `Num. Seq. Over 50`, `Num. Seq. Over 100`,
         `Seq. Leng. Over 5`, `Seq. Leng. Over 10`,
         `Seq. Leng. Over 25`,`Seq. Leng. Over 50`,
         `Seq. Leng. Over 100`,
         `Fuzzy Num. Seq. Over 10`,
         `Fuzzy Num. Seq. Over 25`,
         `Fuzzy Num. Seq. Over 50`,
         `Fuzzy Num. Seq. Over 100`,
         `Fuzzy Seq. Leng. Over 10`,
         `Fuzzy Seq. Leng. Over 25`,
         `Fuzzy Seq. Leng. Over 50`,
         `Fuzzy Seq. Leng. Over 100`) 

pdf(file = "All_Correlations.pdf",width=11, height=8.5, paper = "USr")
#assemble_corr_plots(all)$c_plot()
dev.off()

rm(all, fuzzy_length_variables,fuzzy_number_variables,
   plagiarism_length_variables,plagiarism_number_variables)

# Create two dataframes, one wide and one long ####

wide<- all_repeated_language %>%
  inner_join(commenter_covariates, by = "comment_url")

### Lots of missing comments in commenter_covariates
missing <- all_repeated_language %>%
  anti_join(commenter_covariates, by = "comment_url") 

# missing %>% View()

commenter_covariates$comment_url[201316]

### see one example here:
grep(pattern = "CFPB-2016-0020-0044", x = all_repeated_language$comment_url)
grep(pattern = "CFPB-2016-0020-0044", x = commenter_covariates$comment_url)

#### Asset Scatterplots ####
mdc_and_efficacy <- all_repeated_language %>%
  inner_join(match_data_clean, by = "comment_url") 

Words <- mdc_and_efficacy %>%
  ggplot( aes(x=org_resources, y=Words)) + #, fill=terms)) +
  geom_point() +
  geom_smooth() +
  scale_y_log10(labels = scales::comma_format(accuracy=1)) +
  scale_x_log10(labels = scales::comma_format(accuracy=1)) +
  theme_bw() +
  labs(title = "Comment Length and Organizational Resources",
       caption = "") +  
  theme(legend.position="none",
        plot.title = element_text(hjust = 0.5)) +  
  xlab("Assets") +
  ylab("Words")


Plag_Count_Over_10 <- mdc_and_efficacy %>%
  ggplot( aes(x=org_resources, y=`Num. Seq. Over 10`)) + #, fill=terms)) +
  geom_point() +
  geom_smooth() +
  scale_y_log10(labels = scales::comma_format(accuracy=1)) +
  scale_x_log10(labels = scales::comma_format(accuracy=1)) +
  theme_bw() +
  labs(title = "Number of Repeated Sequences over 10 and Organizational Resources",
       caption = "The depentend variable is count") +  
  theme(legend.position="none",
        plot.title = element_text(hjust = 0.5)) +  
  xlab("Assets") +
  ylab("Total Amount of Repeated Text")

Plag_Count_Over_25 <- mdc_and_efficacy %>%
  ggplot( aes(x=org_resources, y=`Num. Seq. Over 25`)) + #, fill=terms)) +
  geom_point() +
  geom_smooth() +
  scale_y_log10(labels = scales::comma_format(accuracy=1)) +
  scale_x_log10(labels = scales::comma_format(accuracy=1)) +
  theme_bw() +
  labs(title = "Number of Repeated Sequences over 25 and Organizational Resources",
       caption = "The depentend variable is count") +  
  theme(legend.position="none",
        plot.title = element_text(hjust = 0.5)) +  
  xlab("Assets") +
  ylab("Total Amount of Repeated Text")

Plag_Length_Over_10 <- mdc_and_efficacy %>%
  ggplot( aes(x=org_resources, y=`Seq. Leng. Over 10`)) + #, fill=terms)) +
  geom_point() +
  geom_smooth() +
  scale_y_log10(labels = scales::comma_format(accuracy=1)) +
  scale_x_log10(labels = scales::comma_format(accuracy=1)) +
  theme_bw() +
  labs(title = "Cumulative Length and Organizational Resources",
       caption = "The depentend variable is based on sequences of over 10 words") +  
  theme(legend.position="none",
        plot.title = element_text(hjust = 0.5)) +  
  xlab("Assets") +
  ylab("Total Amount of Repeated Text")

Plag_Length_Over_25 <- mdc_and_efficacy %>%
  ggplot( aes(x=org_resources, y=`Seq. Leng. Over 25`)) + #, fill=terms)) +
  geom_point() +
  geom_smooth() +
  scale_y_log10(labels = scales::comma_format(accuracy=1)) +
  scale_x_log10(labels = scales::comma_format(accuracy=1)) +
  theme_bw() +
  labs(title = "Cumulative Length and Organizational Resources",
       caption = "The depentend variable is based on sequences of over 25 words") +  
  theme(legend.position="none",
        plot.title = element_text(hjust = 0.5)) +  
  xlab("Assets") +
  ylab("Total Amount of Repeated Text")


# master_location <- "/Users/stevenrashin/Dropbox/FINREG-RULEMAKE/attachments.sqlite"
# con = dbConnect(SQLite(), dbname=master_location)
# myQuery <- dbSendQuery(con, "SELECT * FROM attachments")
# All_comment_text <- dbFetch(myQuery, n = -1) %>% as_tibble()

# All_comment_text %<>%  arrange(comment_url)

check_no_words <- mdc_and_efficacy %>%
  select(comment_url, Words, org_resources) %>%
  filter(Words == 0) %>%
  select(comment_url) %>%
  pull()

# All_comment_text %>%
#   filter(comment_url %in% check_no_words)

# rm(All_comment_text)

Words
Plag_Count_Over_10
Plag_Count_Over_25
Plag_Length_Over_10
Plag_Length_Over_25
# ggsave(plot = Words, "Assets_Words.pdf", width = 9, height = 6.5)
# ggsave(plot = Plag_Count_Over_10, "Assets_Plag_Count_10.pdf", width = 9, height = 6.5)
# ggsave(plot = Plag_Count_Over_25, "Assets_Plag_Count_25.pdf",width = 9, height = 6.5)
# ggsave(plot = Plag_Length_Over_10, "Assets_Plag_Length_10.pdf", width = 9, height = 6.5)
# ggsave(plot = Plag_Length_Over_25, "Assets_Plag_Length_25.pdf", width = 9, height = 6.5)


repeated_text_scatter <- wide %>%
  select(comment_url, best_match_type, matches("bestMatch.financial_measure"),
         `Seq. Leng. Over 10`, Words) %>%
  filter(Words > 0) %>%
  distinct() %>%
  rename("CIK" = "CIK.bestMatch.financial_measure") %>%
  rename("FDIC" = "FDIC_Institutions.bestMatch.financial_measure") %>%
  rename("Compustat" = "compustat_resources.bestMatch.financial_measure") %>%
  rename("Nonprofits" = "nonprofits_resources.bestMatch.financial_measure") %>%
  rename("Open Secrets" = "opensecrets_resources_jwVersion.bestMatch.financial_measure") %>%
  rename("Repeated Text" = `Seq. Leng. Over 10`) %>%
  gather(match_type, resources, -comment_url, -best_match_type, 
         -`Repeated Text`,
         -Words) %>%
  ggplot( aes(x=resources, y=`Repeated Text`)) + #fill = best_match_type, color = best_match_type
  geom_point() +
  geom_smooth(method = "lm") +
  facet_wrap(~match_type, scales = "fixed") +
  scale_y_log10(labels = scales::comma_format(accuracy=1)) +
  scale_x_log10(labels = scales::comma_format(accuracy=1)) +
  theme_bw() +
  labs(title = "Cumulative Repeated Text and Organizational Resources",
       caption = "The depentend variable is based on sequences of over 10 words") +  
  theme(legend.position="none",
        plot.title = element_text(hjust = 0.5),
        strip.background = element_rect(colour=NA, fill=NA),
        panel.border = element_rect(fill = NA, color = "black")) +  
  xlab("Resources") +
  ylab("Total Amount of Repeated Text")

repeated_text_by_agency <- wide %>%
  select(comment_url, best_match_type, matches("bestMatch.financial_measure"),
         comment_agency,
         `Seq. Leng. Over 10`, Words) %>%
  filter(Words > 0) %>%
  distinct() %>%
  rename("CIK" = "CIK.bestMatch.financial_measure") %>%
  rename("FDIC" = "FDIC_Institutions.bestMatch.financial_measure") %>%
  rename("Compustat" = "compustat_resources.bestMatch.financial_measure") %>%
  rename("Nonprofits" = "nonprofits_resources.bestMatch.financial_measure") %>%
  rename("Open Secrets" = "opensecrets_resources_jwVersion.bestMatch.financial_measure") %>%
  rename("Repeated Text" = `Seq. Leng. Over 10`) %>%
  gather(match_type, resources, -comment_url, -best_match_type, 
         -`Repeated Text`,-comment_agency,
         -Words) %>%
  ggplot( aes(x=resources, y=`Repeated Text`)) + #fill = best_match_type, color = best_match_type
  geom_point() +
  geom_smooth(method = "lm") +
  facet_wrap(~comment_agency, scales = "fixed") +
  scale_y_log10(labels = scales::comma_format(accuracy=1)) +
  scale_x_log10(labels = scales::comma_format(accuracy=10)) +
  theme_bw() +
  labs(title = "Cumulative Repeated Text and Organizational Resources",
       caption = "The dependent variable is based on sequences of over 10 words") +  
  theme(legend.position="none",
        plot.title = element_text(hjust = 0.5),
        strip.background = element_rect(colour=NA, fill=NA),
        panel.border = element_rect(fill = NA, color = "black")) +  
  xlab("Resources") +
  ylab("Total Amount of Repeated Text (Words)")

# Plots for paper ####

# ggsave(plot = repeated_text_by_agency, "/Users/stevenrashin/Dropbox/FINREG-RULEMAKE/Drafts/Participatory Inequality and Rulemaking: Evidence from Financial Regulation/Figures/Repeated_text_agency_assets_cumulative_over10.pdf", width = 13, height = 6.5)

# ggsave(plot = repeated_text_scatter, "Repeated_text_assets_cumulative_over10.pdf", width = 9, height = 6.5)

rpt_naive <- lm(formula = "log(`Seq. Leng. Over 10`+1) ~ log_p1_financial_measure", data = wide)
rpt_w_control <- lm(formula = "log(`Seq. Leng. Over 10`+1) ~ log_p1_financial_measure + log(Words+1)", data = wide)
rpt_w_control_w_fex <- lm(formula = "log(`Seq. Leng. Over 10`+1) ~ log_p1_financial_measure + log(Words+1)+
                          comment_agency + rin", data = wide)
rpt_w_control_w_full_fex <- lm(formula = "log(`Seq. Leng. Over 10`+1) ~ log_p1_financial_measure + log(Words+1)+
                          comment_agency + rin + best_match_type", data = wide)

# library(miceadds)

#rpt_w_control_se <- lm.cluster(formula = "log(`Seq. Leng. Over 10`+1) ~ log_p1_financial_measure + log(Words+1)", data = wide,cluster = 'rin')
#rpt_w_control_w_fex_se <- lm.cluster(formula = "log(`Seq. Leng. Over 10`+1) ~ log_p1_financial_measure + log(Words+1)+
#                          comment_agency + rin", data = wide,cluster = 'rin')
#rpt_w_control_w_full_fex_se <- lm.cluster(formula = "log(`Seq. Leng. Over 10`+1) ~ log_p1_financial_measure + log(Words+1)+
#                          comment_agency + rin + #best_match_type", data = wide,cluster = 'rin')
# 
# stargazer::stargazer(rpt_naive,rpt_w_control,rpt_w_control_w_fex, rpt_w_control_w_full_fex,
#                      title="Text Reuse and Organizational Assets", type="latex", 
#                      digits=3, 
#                      se = list(NULL, 
#                                sqrt(diag(vcov(rpt_w_control_se))), 
#                                sqrt(diag(vcov(rpt_w_control_w_fex_se))), 
#                                sqrt(diag(vcov(rpt_w_control_w_full_fex_se))) 
#                                ),
#                      dep.var.labels=c("Cumulative Repeated Text"),
#                      omit = c("comment_agency","rin","best_match_type"),
#                      covariate.labels=c("Log Org. Resources",
#                                         "Log Comment Length"),
#                      omit.stat=c("LL","ser","f","adj.rsq"), no.space=TRUE,
#                      add.lines = list(
#                        c("Clustering", "No", "Rule","Rule","Rule"),
#                        c("Fixed effects?", "No", "No","Agency, RIN","Agency, RIN, Source")),
#                      #out="/Users/stevenrashin/Dropbox/FINREG-RULEMAKE/Drafts/Participatory Inequality and Rulemaking: Evidence from Financial Regulation/Tables/efficacy_and_resources.txt"
)

# Complexity plots ####
tables_and_figures <- wide %>%
  left_join(technical_terms, by = c("comment_url")) %>%
  filter(Words > 0) %>%
  distinct() %>%
  rename("CIK" = "CIK.bestMatch.financial_measure") %>%
  rename("FDIC" = "FDIC_Institutions.bestMatch.financial_measure") %>%
  rename("Compustat" = "compustat_resources.bestMatch.financial_measure") %>%
  rename("Nonprofits" = "nonprofits_resources.bestMatch.financial_measure") %>%
  rename("Open Secrets" = "opensecrets_resources_jwVersion.bestMatch.financial_measure") %>%
  rename("Repeated Text" = `Seq. Leng. Over 10`) %>%
  ggplot( aes(x=Visualizations, y=`Repeated Text`)) +
  geom_point() +
  geom_smooth(method = "lm") +
  facet_wrap(~comment_agency, scales = "fixed") +
  scale_y_log10(labels = scales::comma_format(accuracy=1)) +
  theme_bw() +
  labs(title = "Log Cumulative Repeated Text and Data",
       caption = "The dependent variable is based on sequences of over 10 words") +  
  theme(legend.position="none",
        plot.title = element_text(hjust = 0.5),
        strip.background = element_rect(colour=NA, fill=NA),
        panel.border = element_rect(fill = NA, color = "black")) +  
  xlab("Tables and Figures") +
  ylab("Total Amount of Repeated Text (Words)")
  
# Dictionary Term plots ####
dict_terms <- wide %>%
  left_join(technical_terms, by = c("comment_url")) %>%
  filter(Words > 0) %>%
  distinct() %>%
  rename("CIK" = "CIK.bestMatch.financial_measure") %>%
  rename("FDIC" = "FDIC_Institutions.bestMatch.financial_measure") %>%
  rename("Compustat" = "compustat_resources.bestMatch.financial_measure") %>%
  rename("Nonprofits" = "nonprofits_resources.bestMatch.financial_measure") %>%
  rename("Open Secrets" = "opensecrets_resources_jwVersion.bestMatch.financial_measure") %>%
  rename("Repeated Text" = `Seq. Leng. Over 10`) %>%
  ggplot( aes(x=dictionary_terms, y=`Repeated Text`)) +
  #dictionary_terms = banking + us_law - overlap
  geom_point() +
  geom_smooth(method = "lm") +
  facet_wrap(~comment_agency, scales = "fixed") +
  scale_y_log10(labels = scales::comma_format(accuracy=1)) +
  scale_x_log10(labels = scales::comma_format(accuracy=10)) +
  theme_bw() +
  labs(title = "Log Cumulative Repeated Text and Legal and Banking Terms",
       caption = "The dependent variable is based on sequences of over 10 words \n 
       Dictionary terms are the sum of banking and legal terms") +  
  theme(legend.position="none",
        plot.title = element_text(hjust = 0.5),
        strip.background = element_rect(colour=NA, fill=NA),
        panel.border = element_rect(fill = NA, color = "black")) +  
  xlab("Legal and Banking Terms") +
  ylab("Total Amount of Repeated Text (Words)")

bluebook <- wide %>%
  left_join(technical_terms, by = c("comment_url")) %>%
  filter(Words > 0) %>%
  distinct() %>%
  rename("CIK" = "CIK.bestMatch.financial_measure") %>%
  rename("FDIC" = "FDIC_Institutions.bestMatch.financial_measure") %>%
  rename("Compustat" = "compustat_resources.bestMatch.financial_measure") %>%
  rename("Nonprofits" = "nonprofits_resources.bestMatch.financial_measure") %>%
  rename("Open Secrets" = "opensecrets_resources_jwVersion.bestMatch.financial_measure") %>%
  rename("Repeated Text" = `Seq. Leng. Over 10`) %>%
  ggplot( aes(x=Total_Legal_Citations, y=`Repeated Text`)) +
  #Total_Legal_Citations = US_Code + Supreme_Court_Cases + 
  #Appeals_and_District_Court_Cases + Code_of_Federal_Regulations +
  #Federal_Register_Total
  #dictionary_terms = banking + us_law - overlap
  geom_point() +
  geom_smooth(method = "lm") +
  facet_wrap(~comment_agency, scales = "fixed") +
  scale_y_log10(labels = scales::comma_format(accuracy=1)) +
  scale_x_log10(labels = scales::comma_format(accuracy=10)) +
  theme_bw() +
  labs(title = "Log Cumulative Repeated Text and Bluebook Citations",
       caption = "The dependent variable is based on sequences of over 10 words \n
       Bluebook terms are include US Code, Federal Court Cases, the CFR") +  
  theme(legend.position="none",
        plot.title = element_text(hjust = 0.5),
        strip.background = element_rect(colour=NA, fill=NA),
        panel.border = element_rect(fill = NA, color = "black")) +  
  xlab("Bluebook Citations") +
  ylab("Total Amount of Repeated Text (Words)")

# ggsave(plot = dict_terms, "/Users/stevenrashin/Dropbox/FINREG-RULEMAKE/Drafts/Participatory Inequality and Rulemaking: Evidence from Financial Regulation/Figures/Repeated_text_agency_dictionary_cumulative_over10.pdf", width = 13, height = 6.5)
# ggsave(plot = bluebook, "/Users/stevenrashin/Dropbox/FINREG-RULEMAKE/Drafts/Participatory Inequality and Rulemaking: Evidence from Financial Regulation/Figures/Repeated_text_agency_bluebook_cumulative_over10.pdf", width = 13, height = 6.5)

big_dict_resources <- wide %>%
  left_join(technical_terms, by = c("comment_url")) %>%
  filter(Words > 0) %>%
  select(comment_url, best_match_type, matches("bestMatch.financial_measure"),
         comment_agency,
         `Seq. Leng. Over 10`,dictionary_terms) %>%
  distinct() %>%
  rename("CIK" = "CIK.bestMatch.financial_measure") %>%
  rename("FDIC" = "FDIC_Institutions.bestMatch.financial_measure") %>%
  rename("Compustat" = "compustat_resources.bestMatch.financial_measure") %>%
  rename("Nonprofits" = "nonprofits_resources.bestMatch.financial_measure") %>%
  rename("Open Secrets" = "opensecrets_resources_jwVersion.bestMatch.financial_measure") %>%
  gather(match_type, resources, -dictionary_terms,-comment_url, -best_match_type, 
         -comment_agency) %>%
  filter(resources>10000) %>%
  ggplot( aes(x=resources, y=dictionary_terms)) +
  #Total_Legal_Citations = US_Code + Supreme_Court_Cases + 
  #Appeals_and_District_Court_Cases + Code_of_Federal_Regulations +
  #Federal_Register_Total
  #dictionary_terms = banking + us_law - overlap
  geom_point() +
  geom_smooth(method = "lm") +
  facet_wrap(~comment_agency, scales = "fixed") +
  scale_y_log10(labels = scales::comma_format(accuracy=1)) +
  scale_x_log10(labels = scales::comma_format(accuracy=10)) +
  theme_bw() +
  labs(title = "Log Dictionary Terms and Resources",
       caption = "") +  
  theme(legend.position="none",
        plot.title = element_text(hjust = 0.5),
        strip.background = element_rect(colour=NA, fill=NA),
        panel.border = element_rect(fill = NA, color = "black")) +  
  xlab("Resources") +
  ylab("Comment Sophistication (Dictionary Terms)")

all_dict_resources <- wide %>%
  left_join(technical_terms, by = c("comment_url")) %>%
  filter(Words > 0) %>%
  select(comment_url, best_match_type, matches("bestMatch.financial_measure"),
         comment_agency,
         `Seq. Leng. Over 10`,dictionary_terms) %>%
  distinct() %>%
  rename("CIK" = "CIK.bestMatch.financial_measure") %>%
  rename("FDIC" = "FDIC_Institutions.bestMatch.financial_measure") %>%
  rename("Compustat" = "compustat_resources.bestMatch.financial_measure") %>%
  rename("Nonprofits" = "nonprofits_resources.bestMatch.financial_measure") %>%
  rename("Open Secrets" = "opensecrets_resources_jwVersion.bestMatch.financial_measure") %>%
  gather(match_type, resources, -dictionary_terms,-comment_url, -best_match_type, 
         -comment_agency) %>%
  ggplot( aes(x=resources, y=dictionary_terms)) +
  #Total_Legal_Citations = US_Code + Supreme_Court_Cases + 
  #Appeals_and_District_Court_Cases + Code_of_Federal_Regulations +
  #Federal_Register_Total
  #dictionary_terms = banking + us_law - overlap
  geom_point() +
  geom_smooth(method = "lm") +
  facet_wrap(~comment_agency, scales = "fixed") +
  scale_y_log10(labels = scales::comma_format(accuracy=1)) +
  scale_x_log10(labels = scales::comma_format(accuracy=10)) +
  theme_bw() +
  labs(title = "Log Dictionary Terms and Resources",
       caption = "") +  
  theme(legend.position="none",
        plot.title = element_text(hjust = 0.5),
        strip.background = element_rect(colour=NA, fill=NA),
        panel.border = element_rect(fill = NA, color = "black")) +  
  xlab("Resources") +
  ylab("Comment Sophistication (Dictionary Terms)")


names(technical_terms)

#'4. @Steve and @Chris, I’d recommend some scatters (colored by data source: “best_match_type”) 
#'and regressions of comment sophistication by log_p1_financial_measure 
#'(and in the organization-level dataset, by num_comments submitted and by 
#'num_venues_commenting_in)


#### DEAL WITH THIS LATER ####
long <- all_repeated_language %>%
  inner_join(commenter_covariates, by = "comment_url")